tag:blogger.com,1999:blog-57374501428801203952024-03-19T02:13:20.037-07:00EconomystifiedEconomystifiedhttp://www.blogger.com/profile/13721219444051369880noreply@blogger.comBlogger79125tag:blogger.com,1999:blog-5737450142880120395.post-14653078989083521112014-06-09T09:40:00.003-07:002014-06-10T05:27:55.928-07:00Median vs Mean<div class="separator" style="clear: both; text-align: center;">
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<b><u>The Average</u></b></div>
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Most of us learned our way around a mean early on in life. When we were kids, a decent chunk of our lives were governed by a mean. I'm referring, of course - to your averages at school.<br />
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Traditionally, we use the <u>mean</u> to calculate a students overall mark for a class. Back when you were a kid, your mean grade (colloquially, your "<abbr title="Although there are actually several other different types of 'averages' - the median, mode, geometric average, etc. are also 'averages.' But in the US, among English speakers, when we say 'average,' we usually are talking about the mean."><span style="color: #f1c232;">average</span>") </abbr>on tests, quizzes, and homeworks, determined what you'd be doing with your summer, the timbre of your relationship with your parents, and how much time you'd be spending around your friends at school. Your world revolved around a mean!<br />
<abbr title="Although there are actually several different types of "averages"."><br /></abbr>
<abbr title="Although there are actually several different types of "averages".">Later on, maybe not even until college, you learned about another type of average: "the median." You memorized how to calculate it, maybe had to answer a question about it on a Stats 101 exam - and then promptly forgot all about it.</abbr><br />
<abbr title="Although there are actually several different types of "averages"."><br /></abbr>
<abbr title="Although there are actually several different types of "averages".">What you probably never got from your teacher was an analysis of <i>what</i> <i>the two numbers signify</i>.</abbr> Why have multiple types of "averages" anyhow? When should I use the median, and when should I use the mean? And when I see means and medians in print, in the news - in "the wild" - how should I interpret them?<br />
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In short, you probably know how to <i>find </i>a mean and a median, but don't really know how to <i>make use </i>of them.<br />
<abbr title="Although there are actually several different types of "averages"."><br /></abbr>
<abbr title="Although there are actually several different types of "averages".">Aw, but don't worry, man. It's not your fault. Unfortunately, this is a <a href="http://economystified.blogspot.com/2013/05/numeracy.html" target="_blank">common problem in our math curriculums</a> - we teach kids calculation tricks, but rarely manage to teach the thinking behind them.</abbr><br />
<abbr title="Although there are actually several different types of "averages"."><br /></abbr>
<abbr title="Although there are actually several different types of "averages".">So here's my little crash course on the median and the mean. Read to this post's end, and you'll not only know the difference between the two, but you'll know enough to distinguish when and where to use 'em!</abbr><br />
<abbr title="Although there are actually several different types of "averages"."><br /></abbr>
<abbr title="Although there are actually several different types of "averages"."><br /></abbr>
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<abbr title="Although there are actually several different types of "averages"."><b><u>The mean</u></b></abbr></div>
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<abbr title="Although there are actually several different types of "averages"."><b><u><br /></u></b></abbr></div>
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<abbr title="Although there are actually several different types of "averages".">I'll start off with the mean, since that's the one you're more familiar with.</abbr></div>
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<abbr title="Although there are actually several different types of "averages"."><br /></abbr></div>
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<abbr title="Although there are actually several different types of "averages".">Look at this data series:</abbr></div>
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<abbr title="Although there are actually several different types of "averages"."><br /></abbr></div>
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<i>3, 4, 5, 1, 3, 18, 2, 6</i></div>
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Let's say you want to "simplify" this set, to distill it down to its essence...to summarize it with a single number.</div>
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To do that, we can calculate its mean. We add up all the numbers, then divide the sum by how many there are.</div>
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<i>3+4+5+1+3+18+2+6 = 42</i></div>
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<i>42 / 8 = <b><u>5.25</u></b></i></div>
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So the <u>mean</u> of this series is <u>5.25</u>.</div>
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<b><u>The median</u></b></div>
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Ok, starting with the same series:</div>
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<i>3, 4, 5, 1, 3, 18, 2, 6</i></div>
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<abbr title="Although there are actually several different types of "averages"."><i><br /></i></abbr></div>
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<abbr title="Although there are actually several different types of "averages".">To get the median, arrange the data in value order (ascending or descending, it doesn't really matter). T</abbr>he median will be the number dead center. <br />
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<abbr title="Although there are actually several different types of "averages"."></abbr></div>
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<i>1, 2, 3, <b><u>3</u>, <u>4</u>,</b> 5, 6, 18</i>
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Now, since our data series has an even number of values (and therefore there are <u style="font-style: italic;">two </u>values at the middle), the median will be whatever number would be dead center<i>.</i></div>
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<abbr title="Although there are actually several different types of "averages".">Because 3 and 4 are our central values, we split the difference, and go right in between the two. Our <u>median</u> is <u>3.5</u>.</abbr></span>
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<abbr title="Although there are actually several different types of "averages"."><br /></abbr></div>
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<abbr title="Although there are actually several different types of "averages"."><br /></abbr></div>
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<abbr title="Although there are actually several different types of "averages"."><b><u>What's the difference?</u></b></abbr></div>
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<abbr title="Although there are actually several different types of "averages"."><b><u><br /></u></b></abbr></div>
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A mean of 5.25, and a median of 3.5. Why is the mean so much higher?<br />
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The problem is that pesky 18. Three times bigger than the next largest value (the 6). That 18 is kind of an outlier, and it sways the results of the mean. <br />
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgCr_BZMaRaS2ueKaG_E-rYWpyFsuGkgzfj7wSXb6J4uT75Go32eeaAX2NrRkb6UH1ZfMRGYAirYPjR0xg1LQWCpqwl0w5YdSk63uo9wOpUcxSJNlKx00StTebXCKkGrZ3SzCY6OEriNK0Q/s1600/mean_median.gif" imageanchor="1" style="clear: right; float: right; margin-bottom: 1em; margin-left: 1em;"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgCr_BZMaRaS2ueKaG_E-rYWpyFsuGkgzfj7wSXb6J4uT75Go32eeaAX2NrRkb6UH1ZfMRGYAirYPjR0xg1LQWCpqwl0w5YdSk63uo9wOpUcxSJNlKx00StTebXCKkGrZ3SzCY6OEriNK0Q/s1600/mean_median.gif" /></a></div>
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Since calculating the mean requires giving exactly <u>equal</u> weight, <u>equal</u> significance, to every number in the series, the 18 skews our average high. It's the point where the upper half of the data, and the lower half, are "in balance."</div>
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On the other hand, the median gives <u>100%</u> of the significance <i>to <u>whatever number</u> happens to be sitting in the middle seat</i>. Therefore, the extremeness of the tail ends of the series has no effect on the median. <br />
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The lowest number in our example series could have been .0001, and 1000 the highest, and the median would <i><u>still</u></i> be <b>3.5</b>.</div>
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And that's really the point of having a mean, <i>AND</i> a median. The mean reflects <i><u><b>all</b></u></i> values in the series, and so its influenced by the degree of inequality, the degree of skew, in the data series. It's for telling the story of the whole set. </div>
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The median tells a story of the typical, usual, normal, <abbr title="Get it!? 'Median'...'middle-of-the-road'... One and the same..."><span style="color: #f1c232;">middle-of-the-road</span></abbr> guy. </div>
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Both the mean and the median are measures of "<a href="http://www.mathsisfun.com/data/central-measures.html" target="_blank">central tendency</a>," a measure of the approximate "center of mass" of the series. The numbers can swing high and low, but always around that central anchor.<br />
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Use the median if you just want to talk about <i>where the anchor is</i>. Use the mean if you want to talk about <i>the entire range</i> through which the numbers swing.</div>
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<b><u>My personal rule of thumb</u></b></div>
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So I kinda lied. There's no "<i><u>rule,</u></i>" per se.<br />
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It all depends on the situation. There's not really a hard and fast answer to when and where using the median is "correct," and where the mean is the "correct" answer. It all depends on finding the right way to tell the story you want to tell.</div>
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But I will give you my opinion. My shortcut, my heuristic. Don't put this as an answer on your test. It's not the official, "right" way of thinking about the subject. This is just between you and me.<br />
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My rule of thumb is:</div>
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<b><u><i>Use the mean when comparing group A to group B.</i></u></b></div>
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<b><u><i>Use the mean when comparing the individual members of group A to each other.</i></u></b><br />
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<b><u>To illustrate</u></b></div>
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Want to know how much shorter the Kindergarten class is than the First Graders? Compare the <u>mean</u> height of the Kindergarteners to the <u>mean</u> of the First Graders. </div>
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But is it the case you want to know if Jimmy is particularly short for a Kindergartener? Then compare his height to the <u>median</u> height of the Kindergarten class.</div>
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Want to know if homes in Buffalo are pricier than homes in Boston? Compare <u>mean</u> home prices.</div>
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But if you're just curious how your house stacks up against your neighbors', I'd use the <u>median</u> for the mark of comparison.</div>
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Take a moment to logic it out, and you'll see where I'm coming from.<br />
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<b><u>My reasoning</u></b></div>
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<u>First</u>, the median is a good tool for pitting members of a group against each other because it tempers the effects of abnormal extremes. <br />
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One weirdly tall Kindergartener, one ridiculously expensive home on the block is all it takes to skew a mean. Sammy is hitting a growth spurt, which doesn't mean the rest of his class to physically shrinking!!<br />
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This is why economists pretty much always talk about <a href="http://research.stlouisfed.org/fred2/series/MEHOINUSA672N" target="_blank">incomes</a> and <a href="http://research.stlouisfed.org/fred2/series/MSPNHSUS" target="_blank">house prices</a> in terms of <u>medians</u>. If they used the <u>mean</u> instead, growth in inequality would look like growth for all, for example. One guy's extreme fortune would make it look like everyone is doing better. <br />
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Economists stick to <u>medians</u> to keep the typical, common income or home - the kind that most people <i>actually <u>have</u></i> - at the center of the story.</div>
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<u>Second</u>, if you compare your income to the <u>mean</u> income of your <abbr title="'Peers' being people of the same age, location, sex, education level, etc. as you..."><span style="color: #f1c232;">peer group</span></abbr>, you'd be sorta "double-counting" yourself. <br />
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Here's what I mean: Say you weren't making much. Your low income is already bringing the mean income of your peer group down. <br />
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Now you compare your income to that mean. Because your income is skewing the mean down, your income won't look as low as it actually is. Your income is pulling the mean down closer to itself, making the group "typical" salary look a lot more like your own.<br />
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Compare it to the median instead, and you'll be looking at <i>where you actually fall in the income distribution</i>. Like, if this were a competition, what place you'd be in. If we ranked everyone by income, the median would be the guy right in the middle. How many spaces do you have to move up to meet him?<br />
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Ultimately, my reasoning comes down to this: the mean is the story of the total value in the set. The median is the story of the ranking of those values. The mean is about the group, the median is about the individuals in it. So use them accordingly.<br />
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<u><b>But in the end, it's on you</b></u></div>
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Either way, that's just my two cents. The big take-away here should be that though they are both "averages," the mean and the median are different. Be cognizant of that. <br />
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And when you see someone throwing these values around, just stop and think about how they were <i>calculated.</i> I promise, that is the easiest way to verify to yourself what the figures actually are telling you.</div>
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<abbr title="Although there are actually several different types of "averages"."><br /></abbr></div>
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<b><u>A side note on Statistics...</u></b><br />
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The odd thing about stats is that there doesn't seem to be many hard and fast rules to it. </div>
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The rules can be a little murky. There's a reason for this though: statistics aren't exactly "real" numbers that fit just right in the "real" world.</div>
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To understand why, keep in mind the fact that all "statistics" are a man-made numbers. Statistics do not occur in nature. </div>
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There's no mountain range that limits its own peaks to an "average" elevation, no dog population that designates every 10th pup exactly to be the runt. Mankind uses statistics to <i>describe</i> what's already out there in nature. Nature doesn't bend itself specific ways in order to conform to their stats.</div>
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Statistics is just our way of making real data artificially easy to work with.</div>
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Think of it this way: Imagine in the distant future, humans evolve these giant, veiny, <a href="https://www.google.com/search?q=megamind&safe=off&source=lnms&tbm=isch&sa=X&ei=xe6UU_XcHMGRyAT_voJw&ved=0CAgQ_AUoAQ&biw=1366&bih=667" target="_blank">Megamindy heads</a>, with super powered brains inside of them. </div>
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjE1aUwX9nOMph3NYlaX9lio9P0hyN7ps1_JlhIQqWiIG9fAZ55njdQQMsPwD6Wrcv4598J_VzgmmtTCMR_HTKARqHwyerLtQiNpl1TGM3Yp52UkIcmCFxymG3c-Jsoit5NrKgSkM0fINlY/s1600/Capture.JPG" imageanchor="1" style="clear: right; float: right; margin-bottom: 1em; margin-left: 1em; text-align: right;"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjE1aUwX9nOMph3NYlaX9lio9P0hyN7ps1_JlhIQqWiIG9fAZ55njdQQMsPwD6Wrcv4598J_VzgmmtTCMR_HTKARqHwyerLtQiNpl1TGM3Yp52UkIcmCFxymG3c-Jsoit5NrKgSkM0fINlY/s1600/Capture.JPG" height="235" width="400" /></a>Let's say that hominid is able to look at a messy table of numbers - columns and rows of gobbeldy-gook forever - and immediately see/pick out trends. This guy read streams of raw data the way you and I read books.</div>
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They would <i>see</i> what's going up, what's coming down. They'd <i>understand immediately</i> if variable A is more volatile than variable B. It would be <i>obvious</i> to them the range values are moving within, and with what speed and degree they fluctuate.</div>
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<u style="font-weight: bold;">BUT WE ARE NOT THIS GUY.</u> Our minds aren't evolved to a point where we can look at a list of numbers, and glean some relevant information from them.<br />
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We simply do not digest huge quantities of numbers this way. We need <i>summaries</i>. We need the over-arching trends. We need <i>"just the gist."</i> We need to transform our data into simpler forms before we can swallow it.<br />
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We need statistics.</div>
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<i><b>"Statistics" is the <u>art</u> of <u>summarizing</u> numbers.</b> </i>It's how we can turn a series of data into a single, easy to digest factoid. </div>
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Statistics are tools humans invented to make working with figures easier. </div>
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As such, we should be careful how we think about them. The <i>average</i> height of a Kindergartener is not the <i>actual</i> height of <i>your K</i>indergartener. The <i>median</i> income of a citizen of your city is not <i>your actual</i> income.</div>
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It's something of its own class entirely...</div>
Economystifiedhttp://www.blogger.com/profile/13721219444051369880noreply@blogger.com2tag:blogger.com,1999:blog-5737450142880120395.post-50696820918569102832014-06-02T11:28:00.001-07:002014-06-02T12:17:09.831-07:00Contemporary economists you should know: Larry Summers<div style="text-align: center;">
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<i><b><u>Contemporary economists you should know</u></b></i></div>
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<i><b><u><br /></u></b></i></div>
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<i>They direct powerful institutions. They have the ear of national leaders. Their ideas influence world events on the daily, in very tangible ways. And still, many economists are just not major public figures - at least not in the way that the journalists, politicians, activists and pundits who depend on them are.</i></div>
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<i>In the next few posts, I want to introduce you to some of the most important people in economics today. </i></div>
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<i>By seeing there are actually faces behind these ideas, I think economic debates become a bit more fun to follow. </i></div>
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<i>I think it also will illustrate to you one of economics dirty little secrets - economists' personal world views can shape their policy views just as much as their technical insight, research, and calculation!</i><br />
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<u><b>Larry Summers</b></u></div>
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Ok, so I admit he's not as personable or accessible as <a href="http://economystified.blogspot.com/2014/05/contemporary-economists-you-should-know.html" target="_blank">Goolsbee</a>, but I'd certainly argue <a href="http://larrysummers.com/" target="_blank">Larry Summers</a> has been the more influential economic policy maker in our lifetimes. </div>
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In fact, I'd be hard pressed to name a greater mover and shaker than Summers - the man has serious <i>pull </i>in the world you inhabit.</div>
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<b><u>The Bio</u></b></div>
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I don't know what to lead with here. It's like a multi-way tie for most impressive credential.</div>
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Full professor of economics at Harvard by age 29. </div>
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Former Chief Economist at the World Bank. </div>
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Former Secretary of the US Treasury. </div>
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Former President of Harvard University. </div>
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Hugely successful career in finance and banking (particularly with a hedge fund called <a href="http://en.wikipedia.org/wiki/D._E._Shaw_%26_Co." target="_blank">D. E. Shaw & Co.</a>).</div>
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A top adviser to President Obama, and one of the head architects of the Great Recession response. And columnist for <a href="http://topics.bloomberg.com/lawrence-summers/" target="_blank">Bloomberg</a>, <a href="http://topics.nytimes.com/top/reference/timestopics/people/s/lawrence_h_summers/index.html?inline=nyt-per" target="_blank">the NYT</a>, <a href="http://www.ft.com/intl/comment/columnists/lawrence-summers" target="_blank">the Financial Times</a>, and I'm sure oodles of other's I don't know about.</div>
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As an academic, he's studied, researched, and published in <a href="http://ideas.repec.org/e/psu137.html#works" target="_blank">just about every field</a> relevant to public policy/economics - from labor economics, economic development, macroeconomics, and monetary policy.</div>
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If you're more a fan of the quantitative, consider this: I found his CV on his webpage. It's <a href="http://larrysummers.com/wp-content/uploads/2013/08/LHS-CV-20131.pdf" target="_blank">9 pages long</a>. </div>
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<u><b>Controversies</b></u></div>
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There are plenty. A guy who has led so many of the world's institutions is not going to manage to keep his hands clean. </div>
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Anything even a little bit sketchy happening in one of his organizations, of course, will tie back to him, and reflect on him personally. When you want to be the boss, sure you get all the credit - but you get all the mess too.</div>
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That's not to say he hasn't invited <a href="http://mathbabe.org/2012/03/11/why-larry-summers-lost-the-presidency-of-harvard/" target="_blank">some of the trouble</a> he's been in. His departure from the Presidency of Harvard was <a href="http://www.thecrimson.com/article/2006/2/22/summers-resigns-shortest-term-since-civil/" target="_blank">not entirely his idea</a>.</div>
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During his time at the World Bank, he was a big proponent of the kind of deregulation that created the <a href="http://chronicle.com/article/Larry-Summersthe/124790/" target="_blank">environment necessary</a> for the Financial Crisis to occur (though to be fair, so was pretty much everyone else back then - this is when all the cool kids were "<a href="http://en.wikipedia.org/wiki/Neoliberal" target="_blank">Neoliberals</a>").</div>
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<i><b>BUT</b></i>...whether <i>you</i> love him or hate him is irrelevant. The man is a giant. He's probably the biggest economic mind alive. His opinion is <i>greatly</i> valued by the people you vote for, bank with, and buy from. </div>
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He is, after all...just the man behind much of today's private and public economic policy...</div>
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<b><u>In his own words...</u></b></div>
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Summers is a technocrat. He's not the public-facing, fun fella <a href="http://economystified.blogspot.com/2014/05/contemporary-economists-you-should-know.html">Goolsbee</a> is. Summer's is more of a behind the scenes, backroom, in the shadows type guy. Basically, he's a nerd.</div>
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I think that's why it was so hard for me to find a really compelling interview with the guy. But here's what I got:</div>
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<b><u><i>"The Worldview of Lawrence Summers"</i></u></b></div>
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A digestible chat with Summers, centering about his life, personal attitude, and experiences. Here's where you can get to know him as a person.<br />
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<iframe allowfullscreen="" frameborder="0" height="315" src="//www.youtube.com/embed/NDWS9q8e7wE" width="560"></iframe></div>
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<b><u><i>"Davos 2013 - An Insight, An Idea with Lawrence Summers"</i></u></b></div>
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A technical, dry, and kinda-weird interview, despite the interviewer trying desperately to steer the conversation back to something human. </div>
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However, the talk is excellent. It gives Summers the venue to really wax poetic about his field, and really get into the nitty-gritty of how he sees the world. If you can sweat through it, it's worth it.</div>
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(Also, for some weird reasons, he's wearing a suit and Timberlands).</div>
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<iframe allowfullscreen="" frameborder="0" height="315" src="//www.youtube.com/embed/7diIgEOc3SQ" width="560"></iframe></div>
Economystifiedhttp://www.blogger.com/profile/13721219444051369880noreply@blogger.com0tag:blogger.com,1999:blog-5737450142880120395.post-16636041345013902842014-05-27T05:57:00.000-07:002015-01-08T11:28:39.300-08:00The economics of a honeycomb<div style="text-align: left;">
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgIJ0AZFkHjBmT1LK3PINDnEToitFMFv18tSaZQkM8KLOZ7OuuU8mzvdGy1q3t6RuU6nU9AqbCXfNsHlPjNWbAjoVwjBErE-QHNqaeGfxPTRl1yIPVb3qJXb3o6r3pIDLkeXWXHS-Wk3GXa/s1600/Panal.jpg" imageanchor="1" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em;"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgIJ0AZFkHjBmT1LK3PINDnEToitFMFv18tSaZQkM8KLOZ7OuuU8mzvdGy1q3t6RuU6nU9AqbCXfNsHlPjNWbAjoVwjBErE-QHNqaeGfxPTRl1yIPVb3qJXb3o6r3pIDLkeXWXHS-Wk3GXa/s1600/Panal.jpg" height="150" width="200" /></a><i>"Bees. . . by virtue of a certain geometrical forethought . . .
know that the hexagon is greater than the square and the triangle and
will hold more honey for the same expenditure of material in
constructing<span style="color: #000099;"> </span>each."</i> ~<a href="http://en.wikipedia.org/wiki/Pappus_of_Alexandria" target="_blank">Pappus of Alexandria</a> (290-350 AD)</div>
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I came across this quote recently, and to be honest, it kind of shocked me for two reasons. </div>
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First...why had I never heard this!! I've seen honeycombs plenty of times before, I buy honey <i>frequently, </i>but I don't remember <i>anyone </i>every relating to me this quasi-mystical observation about bees' almost human-level of reasoning. </div>
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Second, I found Pappus' observation frustratingly difficult to get my head around! It's not intuitively obvious what he means. Minutes after reading that quote, I found myself angrily scribbling shapes and figures on scrap paper, trying desperately to understand the concept.</div>
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Took me a beat, but...I finally got it. And it kinda flabbergasted me. If you want to understand it too, do read on...</div>
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<u><b>Bees are excellent factory managers</b></u> <br />
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The honeybee's penchant for hexagonal patterns is actually a very clever solution of a common problem in manufacturing economics: how to produce the highest quantity of goods, while spending as little as possible?<br />
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Turns out bees can solve that exact problem:<br />
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By structuring honeycombs in sheets and sheets of tiled hexagons, the bees are actually <u><i>maximizing</i></u> their honey producing real estate, while <u style="font-style: italic;">minimizing</u> the amount of wax material needed to build! <br />
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The production of honey is subject to a constraint - wax isn't free. The bees need time, energy, and resources to create the wax hives are made of. Its a limited resource. <br />
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<i>But given that constraint</i>, the bees have worked out the <i>mathematically optimal</i> method of producing as much honey as possible!<br />
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<b><u>Area and perimeter</u></b></div>
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Imagine a square that is 2 cm by 2 cm. </div>
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It's <i>area</i>, which represents the total amount of material the square can contain, is 4 cm squared. </div>
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But the <i>perimeter</i> - the distance around the outside of the shape - is 8 cm. </div>
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Meaning that if the bees shaped their honeycombs in cells in squares, they would need <b>8 cm</b> of wax to cordon off <b>4 square cms</b> of honey.</div>
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Why don't bees built honeycomb cells like this? Row after row of squares, like a big checker board? <br />
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<i>Because its an <u>economically</u> inefficient use of material! </i>By avoiding squares the bees can store the same amount of honey, but use less wax!<br />
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<b><u>A bit of geometry...</u></b></div>
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By adding more sides to any polygon, you can <i>increase</i> its <i>area</i>, while <i>decreasing </i>the <i>perimeter</i>. In essence, you can fence in more space with less fence.
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Don't believe me? Try it out! </div>
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Remember, a square measuring 8 around closed off an area of 4.</div>
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But with an eight-sided octagons, that same 4 cm squared of area can be roped off with just 7.3 cms of material. Same amount of honey, but nearly a full unit less wax needed to contain it!</div>
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEirdfHkhnjncrvzO5YFK05UTY9W-XZLBt3OUhb580maHTVszBwBwJCaZ5GG-vcOwTuQstNUd6MDOLl2_PoEkkqXkauSTEFc1VA_aLmM93FmSSLGU4u9trYS94rixBdbaNfzGrFTzGEp_N9d/s1600/octagon.JPG" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEirdfHkhnjncrvzO5YFK05UTY9W-XZLBt3OUhb580maHTVszBwBwJCaZ5GG-vcOwTuQstNUd6MDOLl2_PoEkkqXkauSTEFc1VA_aLmM93FmSSLGU4u9trYS94rixBdbaNfzGrFTzGEp_N9d/s1600/octagon.JPG" height="234" width="400" /></a></div>
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Keep adding sides, and you'll see the same pattern. You can hold the area constant, while shrinking the perimeter. </div>
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Take it right up the a circle - the polygon with infinite sides! A circle with an area of 4 has an circumference of 7.08! </div>
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So adding sides to the honeycomb cell clearly has an advantage here. The more sides added, the more efficient the hive's construction - its using less resources and enabling the same amount of honey-making space. </div>
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And yet the cells of a honeycomb are just six-sided hexagons. Why stop at six? Considering the advantages of more sides, why not a nine-, twelve- or twenty-sided cell? Why not circles?</div>
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At this point, you may be losing some faith in this insect's geometric capacity. But not so fast! The bee's design choices are actually highly sensible, once you consider...tessellation!</div>
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<u><b>Tessellation</b></u></div>
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Of course, the many cells of a honeycomb are not free-standing, individual little containers. They're jammed into a larger grid. Every cell is surrounded by other cells. The cells are a bunch of containers that have to fit inside of <i>another </i>container - the hive.</div>
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Tessellation is a fancy mathy word for tiling. Its the repetition of a shape, or group of shapes, over and over in a 2D pattern.</div>
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<i><u>Tessellation examples</u></i></div>
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjOPW72xtt_RajBO3wfQ3l4zWChQyWgacFWi3ss6DFcCWFiw_3BwrODqVQ1XYNvXU0PS5kD36mFnFR-KRs_TgDs6mRb_XvvFLoDcE4omGxlCEI7mCO4-uJcuC_ULsrGPMsmCYCzdk8LQY-2/s1600/tessellation.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjOPW72xtt_RajBO3wfQ3l4zWChQyWgacFWi3ss6DFcCWFiw_3BwrODqVQ1XYNvXU0PS5kD36mFnFR-KRs_TgDs6mRb_XvvFLoDcE4omGxlCEI7mCO4-uJcuC_ULsrGPMsmCYCzdk8LQY-2/s1600/tessellation.jpg" height="290" width="400" /></a></div>
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Notice how the tessellation in the top right leaves <abbr title="The small squares (or diamonds, depending on your orientation) between the octagons."><span style="color: #f1c232;">little gaps</span></abbr> between the cells? </div>
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The other patterns fit together perfectly, however. The tessellation leaves no empty spaces.</div>
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And did you see the pattern in the top left? The red, blue and yellow hexagons? Yeah, hexagons...the bee's preferred shape? No gaps between the cells, right?</div>
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This is the key to the bee's design genius. Its the thing that impressed Pappus so. <br />
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It turns out that <i><b><u>a hexagon is the most-sided polygon that can be laid in perfect tessellation</u></b></i>.<br />
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As soon as you go past six sides, you start creating gaps, or irregular courses in your tessellations. You can see that for yourself by playing with this <a href="http://illuminations.nctm.org/Activity.aspx?id=3533" target="_blank">Tessellation Creator</a>.</div>
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If the bees built cells with more than six sides, they would be wasting space in their hives. Yes, each honeycomb cell would hold the same amount of honey, while using less material...but it would also waste space inside the hive by leaving gaps between the cells.<br />
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The hexagonal system is the best possible solution, given the fact that the bees real-estate is limited to the inside of the hive!</div>
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<u><b>Optimization given constraint</b></u></div>
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The hexagon is the perfect shape, <i>given the circumstances.</i> Any fewer sides than 5 (so a square, rectangle or triangle), and the bee wastes wax. Any more than 5, and they waste hive space.</div>
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The honeybee's have solved two tricky math problem at once! In economics jargon, we'd say they are "maximizing a production function given a constraint." Mathematicians would say the have solved a "discrete optimization" problem.</div>
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But think about this...an animal with a TINY brain, no, tools, no ability to plan or reason <i>has found <u>the</u> perfect balance between production cost and production benefit. </i>This is something many human businessmen and economists struggle to do!! </div>
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And its not just a subjectively awesome solution. Its the <i>best solution conceivable.</i> Its a mathematical, intrinsic, <i>objectively correct</i> solution! The bees got the <i>right</i> answer...there's no way to improve on their technique!</div>
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To us humans, wild animals often seem be leading a haphazard existence. Turns out that's not always true! </div>
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Who'da thunk it...inside that honeybee hive is a team of production administrators with a perfect understanding of the <i>a priori </i>nature of geometry. If only human economists were always that good...</div>
Economystifiedhttp://www.blogger.com/profile/13721219444051369880noreply@blogger.com6tag:blogger.com,1999:blog-5737450142880120395.post-43807617786836372112014-05-19T05:04:00.000-07:002014-05-19T05:04:22.426-07:00Contemporary economists you should know: Austan Goolsbee<div style="text-align: center;">
<i><b><u>Contemporary economists you should know</u></b></i></div>
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<i><b><u><br /></u></b></i></div>
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<i>They direct powerful institutions. They have the ear of national leaders. Their ideas influence world events on the daily, in very tangible ways. And still, many economists are just not major public figures - at least not in the way that the journalists, politicians, activists and pundits who depend on them are.</i></div>
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<i>In the next few posts, I want to introduce you to some of the most important people in economics today. </i></div>
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<i>By seeing there are actually faces behind these ideas, I think economic debates become a bit more fun to follow. </i></div>
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<i>I think it also will illustrate to you one of economics dirty little secrets - economists' personal world views can shape their policy views just as much as their technical insight, research, and calculation!</i></div>
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<b><u>Why you should know Austan Goolsbee</u></b></div>
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You probably don't recognize the name. But chances are, in the past few years, you've been exposed to his research. In fact, you've heard talking heads on TV pick apart his research. </div>
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Heck, you've probably posted snippets of his work on facebook, or discussed them among you're friends, without even being aware of it.</div>
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That's because, <a href="http://faculty.chicagobooth.edu/austan.goolsbee/" target="_blank">Austan Goolsbee</a> has been - in so many words - Obama's economist.</div>
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Goolsbee, an economics professor at the University of Chicago, hooked up with Obama more than a decade ago, when Obama was running for Senate. </div>
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He was Obama's chief economic adviser from the Senate campaign, right up until the start of Obama's second term as president (when Goolsbee decided he <a href="http://thedailyshow.cc.com/videos/j2vznw/austan-goolsbee-pt--1" target="_blank">had had enough of Washington</a> and wanted to go back to academia). </div>
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Goolsbee saw the president through two of the most significant economic shake up of this era - the Great Recession (and subsequent recovery maneuvers), <i><u>and</u> </i>the formulation/implementation of Obamacare.</div>
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Goolsbee was also researched the Obama's economic talking points. </div>
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Whenever you heard Obama or Jay Carney say: "my opponents tax cuts would cost the govt X amount," or "this stimulus could create X jobs," or "regulating financial institutions would have such-and-such affect on the economy,"...these were facts and figures worked out by Mr. Goolsbee.</div>
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<b><u><br /></u></b></div>
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<b><u><br /></u></b></div>
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<b><u>Get to know Goolsbee</u></b></div>
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<b><u><br /></u></b></div>
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You should have no fear about getting acquainted with this guy and his way of thinking. Goolsbee is <abbr title="I am unable to verify this, but Wikipedia claims that as a student at Yale, Goolsbee was a member of an improv comedy troupe called 'Just Add Water.' Even if that wasn't true, now that its on Wikipedia, its a fact, right?"><span style="color: #f1c232;">funny</span></abbr>, speaks <abbr title="It is my personal belief that after ten years of professionally explaining economics to politicians (who professionally do not understand economics), Goolsbee has become exceptionally good at making points clearly and simply."><span style="color: #f1c232;">'jargonlessly'</span></abbr>, and - most importantly - a wildly influential dude. If you live in America, whoever you may be, the ideas of Austan Goolsbee have effected you personally. Might as well meet the guy, right?<br />
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<b><u>"Austan Goolsbee: Jobs, Politics, and America's Future"</u></b></div>
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A public interview with Goolsbee at the University of Chicago, right after his return from Washington.</div>
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This interview focuses on the Great Recession, and Obama's recovery strategies.</div>
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Highlight's include:</div>
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<li><b>1:15 - 7:23</b> The story of how Obama and Goolsbee got together</li>
<li><b>17:07 - 24:55</b> Obama's stimulus package</li>
<li><b>38:20 - 43:17</b> General Motors and how Obama handled 'differences of opinion' within his Cabinet</li>
<li><b>1:10:01 - End</b> General reflections on working in the Capitol</li>
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<iframe allowfullscreen="" frameborder="0" height="315" src="//www.youtube.com/embed/FsZaIKbmXes" width="560"></iframe>
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<b><u>"Austan Goolsbee - Health Care and the Economy"</u></b></div>
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A short, but kind of technical lecture on Obamacare, given a year after Goolsbee left politics.</div>
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<iframe allowfullscreen="" frameborder="0" height="315" src="//www.youtube.com/embed/x8725yk6bgo?t=3m36s" width="560"></iframe></div>
Economystifiedhttp://www.blogger.com/profile/13721219444051369880noreply@blogger.com1tag:blogger.com,1999:blog-5737450142880120395.post-69549755654676101872014-05-11T14:15:00.001-07:002014-05-11T14:15:13.415-07:00Economics podcasts: my recommendationsOver the last few years or so, I've found myself getting a large share of my news from podcasts.<br />
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It wasn't a purposeful, conscious choice. I feel like I just sort of followed the path of least resistance, and ended up at podcasts. They have lots going for them! <br />
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First and foremost, they're free.<br />
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But lets not forget the fact that most come out regularly. And because its just an audio file, podcasts can be listened to while you drive, work, do the dishes, or go to the gym. Pretty convenient, pretty accessible, pretty fun.<br />
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Some of the podcasts out there are kind of technical and dry. But there's quite a few targeted at a popular audience, that are also incredibly informative and useful.<br />
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In today's post, I'm recommending a few nontechical podcasts for you, the economically curious. Please subscribe, and get these on your iPod!! I promise, you will be a more informed (and entertained) person for it.<br />
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<b><u>'Freakonomics Radio'</u></b></div>
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Every few weeks, Steven Levitt and Stephen J. Dubner, the authors of the Freakonomics <abbr title="'Freakonomics', 'Superfreakonomics', and 'Think Like a Freak'"><span style="color: #f1c232;">book series</span></abbr> publish an episode of their podcast, Freakonomics Radio. Episodes range in length from 10 minutes to an hour.<br />
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Those familiar with the books will recognize the style and subject matter here. The Freakonomics franchise is all about applying economic methodologies, and the study of human rationality to the weirdest stuff.<br />
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Recent episodes have probed traffic laws, avocado cultivation's connection to organized crime, and the measurable dangers (or lack thereof) of marijuana.<br />
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Each episode is hosted primarily by Dubner, and involves a lot of interviews with famous contemporary economists and behavioral researchers.<br />
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AND...I will also mention that, hands down, it has the best production values of any podcast I know of, independent of subject matter. They spend some money on this.<br />
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Anywho, be sure to check it out. I'm going to say "heck, just put it on as background noise while you're doing something else," but I know if you hear this podcast once, you won't be able to stop yourself from becoming an obsessive fan.<br />
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To listen, visit <a href="http://freakonomics.com/radio" target="_blank">freakonomics.com/radio</a>.<br />
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<b><u>'Planet Money'</u></b></div>
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This is <a href="http://en.wikipedia.org/wiki/National_Public_Radio" target="_blank">NPR's</a> economic's podcast. Just about weekly, the <abbr title="A revolving cast of NPR journalists."><span style="color: #f1c232;">Planet Money team</span></abbr> puts out a new 15 - 20 minute episode.</div>
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The episodes are fairly consistent in style: the journalists pick a major economic trend or news story, and try to find an individual who has been personally affected by it.<br />
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Housing crisis? Planet Money will do an episode on some regular Schmoe with an underwater mortgage. Utility subsidy cut? Planet Money will find you someone whose pissed about their bill increasing.<br />
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This is the truly remarkable thing about this podcast. Planet Money knows how to make economics <i>real.</i> Salient. Tangible. They can find away to turn arcane policy and technical planning into a human story. <br />
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Planet Money is the best reporting on the <i>affects</i> of economic policy and phenomenon. I wish more economists would list to it, since it does such a good job of bringing home the real-world consequences of what they do.<br />
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Any way, you can listen to this one <a href="http://www.npr.org/blogs/money/135511603/radio" target="_blank">here</a>.<br />
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<b><u>'More or Less'</u></b></div>
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More or Less is produced by the <a href="http://en.wikipedia.org/wiki/Bbc" target="_blank">BBC</a>, and presented by <a href="http://en.wikipedia.org/wiki/Tim_Harford" target="_blank">Tim Harford</a> - a Brit who went from being an economist, to an economic journalist, to an author, and now is just an all around darling of the econ world. </div>
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He's one of those rare gems that understands economics very well, and also knows how to communicate his knowledge.</div>
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The show runs sporadically. Every few months or so, another couple episodes are released. Episodes are between 10 or 30 mins.</div>
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More or Less is not a purely <i>economic</i> podcast, per se, but rather a podcast about public statistics. In each episode, Tim picks apart newsworthy stats to see if they are being misused, misunderstood or miscalculated. It's a lot of fact-checking and a lot of smart-ass English quipping.</div>
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Think of it as Mythbusters for the numbers, percents, figures and rates you hear on the news, in parliament, or on in conversations/debates with your political friends.</div>
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Very entertaining, and very informative. But don't take my word for it! <a href="http://www.bbc.co.uk/programmes/b006qshd/episodes/player" target="_blank">Go here</a>, and discover it for yourself.</div>
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<b><u>'Listen to Lucy'</u></b></div>
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Ok, so this podcast is just plain FUN.</div>
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Lucy Kellaway has been writing for the Financial Times of London since 1985. Her columns have always been about managing businesses, but in the last few years, they have been decreasingly less technical, and more and more op-ed.</div>
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Just about every week, Lucy produces a 5 minute podcast, that is always an incredibly acerbic, and always sharp critique of office life. "Your business wouldn't be so ridiculous if only you'd do this one thing..." </div>
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Its like a fab-bitchy Mary Poppins, from Dilbert's universe.</div>
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Anyway, she always makes me laugh, and always gives me something to think about. Good advice for the working world, and excellent, quick bits of entertainment. Be sure to <a href="http://podcast.ft.com/index.php?sid=18" target="_blank">listen</a> and subscribe.<br />
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<b><u>Subscribe</u></b></div>
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<b><u><br /></u></b></div>
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For all these podcasts, you can just listen online at the links I've provided. If you want to subscribe to them, and get them automatically loaded on your iPod/iPad/Phone/device, check out <a href="http://www.apple.com/itunes/podcasts/" target="_blank">this guide</a>, or just google your questions.</div>
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I use an app called <a href="https://itunes.apple.com/us/app/rssradio-podcast-downloader/id386600664?mt=8" target="_blank">RSSRadio</a> for my iPod touch. It subscribes to my podcasts, downloads automatically any new releases, and cues them up in an easy to manage playlist for me to listen to on my own time. I recommend it!</div>
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</div>Economystifiedhttp://www.blogger.com/profile/13721219444051369880noreply@blogger.com0tag:blogger.com,1999:blog-5737450142880120395.post-78496658621414570892014-05-06T09:25:00.002-07:002014-05-19T05:14:17.277-07:00Are Welfare debates unresolvable?If I know you're opposed to gay marriage, it'd be safe to infer you're not a fan of amnesty for illegal immigrants. And if you tell me you're very concerned about global warming, I can divine with some accuracy your attitude toward Obamacare.<br />
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This, of course, makes no damn sense.<br />
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Is there a refugee crisis on Fire Island? Does your insurer index your co-pays to worldwide carbon emissions? These issues are not related in real life, yet our attitudes on the subjects are. Why? <br />
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The world of politics is frustratingly irrational. We like to imagine our political positions to be the result of careful and calculated reasoning. That we examined all the facts, objectively and impartially, and came to the inescapable conclusions. At least that's our story.<br />
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But let's be honest...that's total nonsense! If our politics and values were governed by pure reason, we'd have as many political parties as we have people!<br />
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No two people have the same goals, experiences or endowments. So why can we predict things like voting patterns (on a national scale, no less), with decent accuracy, based on characteristics as broad as <a href="http://krugman.blogs.nytimes.com/2013/07/10/income-raceand-voting/?_php=true&_type=blogs&_r=0" target="_blank">race</a> and <a href="http://en.wikipedia.org/wiki/2012_Presidential_election_(United_States)#Votes_by_states" target="_blank">geography</a>? <br />
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Its so obvious, I think its axiomatic. Our morals - our core beliefs about right and wrong - <abbr title="At least in the short term. People do change their politics, but it takes them years to do it."><span style="color: #f1c232;">come from the heart, not from the head</span></abbr>. C'mon, be real! You've observed this phenomenon in your own life and social circle. You've observed it yourself. Why is it so hard for us to admit it?<br />
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<b><u>"The Righteous Mind"</u></b></div>
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When I see a review claim a new book to be "<a href="http://www.nytimes.com/2012/03/25/books/review/the-righteous-mind-by-jonathan-haidt.html?pagewanted=all" target="_blank">a landmark contribution to humanity’s understanding of itself</a>," I my eyes roll just as hard as your would. However, in the case of Jonathan Haidt's "<a href="http://righteousmind.com/" target="_blank">The Righteous Mind</a>," the accolade is deserved. Seriously.</div>
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I just got finished reading this book, and was absolutely floored by it. Haidt is a psychologist who studies the psychology of values. From the time we were children, we perpetually are registering certain human actions as right or wrong, fair or cruel, good or bad. Haidt wants to know how our brain arrives at to its judgement.<br />
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In this new book of his, he walks the reader through the last 15 years of his research and experiments, in a way that's extremely easy to read and comprehend. His ideas are nuanced and intricate, but the writing is very clear, very engaging.<br />
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Every few pages of this book, I came across an observation that made me say: "Jeez that's so obvious! Why did I never notice that before!" I think that's what made the book so exciting.<br />
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I haven't found any negative reviews of the book yet...and I think its just because it's so hard to argue with Haidt's observations, that a negative review would be impossible to write!<br />
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I'm not going to get into the book's contentions in this post - the ideas aren't soundbiteable (<u><i>and</i></u> if you <i>really </i>want to know, you can just read the book yourselve). But if you want to get a quick taste of his work, check out <a href="http://www.ted.com/speakers/jonathan_haidt" target="_blank">Haidt's TED talks</a>.<br />
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<b><u>The basics</u></b></div>
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Economics is barely mentioned at all in the book, however there's a few points Haidt's make about <i>human thinking itself</i> that I thought could have fresh - and worrying - implications for economists.</div>
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First, a little context: Haidt talks about our values/political leaning (e.g. "liberal," "conservative," "libertarian") kind of like they were <span style="color: #f1c232;"><abbr title="My phrase, not his.">personality types</abbr></span>.<br />
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I'm on board with that. Whatever way we lean politically, we lean that way <i>all the time</i>. I don't wake up some days a Republican, other days a Dem. If your friend was a conservative five years ago, you would assume they are one now. Our politics is part of our personal identity.<br />
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We even acknowledge this in our speech. "We <i>are</i> liberal," "he <i>is</i> a conservative," "I <i>am</i> an independent." Heck, you can even hard-set your politics on your facebook page, right along with other personal data like your gender, school, and date of birth!<br />
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Haidt suggests that political labels/identities are a social construct we use to organize certain personality types, not the other way around. As we created the idea of "liberal," to categorize a type of person that has always existed (i.e. excited about novelty, higher capacity for sympathy, etc.), for example.<br />
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He points out that some people just have stronger senses of empathy than others. In his experiments, Haidt found that subjects who show abnormal high level of worry for others also <span style="color: #f1c232;"><abbr title="These results held up all over the world, across a spread of socio-economic statuses.">tended to identify themselves as 'liberals.' </abbr></span><br />
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Haidt doesn't think that these people "became" liberal through some accident (what ever that would mean), and then decided to just stay 'liberal' without actually being liberal (what ever <i>that</i> would mean), and inadvertently learned empathy - on account of that narrative making absolutely no sense.<br />
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Instead, he points out it <i>has </i>to work the other way - an individual develops that empathy on their own, and when they operationalize/express it, society just deems that "being a liberal." <br />
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I'm 100% on board with this whole heuristic, and here's my simple argument supporting it: human nature existed before the advent of the Democratic and Republican parties, will still be around even after they have ceased exist.<br />
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<b><u>"Fairness"</u></b></div>
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With these concepts in mind, check out the following passage from "The Righteous Mind" (pg 159-160):</div>
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<i>"On the left, concerns about equality and social justice are based in part on the Fairness foundation—wealthy and powerful groups are accused of gaining by exploiting those at the bottom while not paying their “fair share” of the tax burden. This is a major theme of the Occupy Wall Street movement... </i><br />
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<i>On the right, the Tea Party movement is also very concerned about fairness. They see Democrats as “socialists” who take money from hardworking Americans and give it to lazy people (including those who receive welfare or unemployment benefits) and to illegal immigrants (in the form of free health care and education).<br /><br />Everyone cares about fairness, but there are two major kinds. <u><b>On the left, fairness often implies equality, but on the right it means proportionality—people should be rewarded in proportion to what they contribute, even if that guarantees unequal outcomes</b></u>." </i>(Emphasis added)<i><br /></i></div>
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WOW! In just a few clean sentences, Haidt puts together a very satisfying explanation of something I've been trying to get my head around since high school.<br />
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<b><i>Some people feel "<u>fairness</u>" means every one is on the <u>same level</u> - an equal playing field. Others see "<u>fairness</u>" as <u>proportionality</u> - everyone getting out what they put in.</i> </b></div>
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We just so happen to call the people of former persuasion "liberal," and the latter "conservatives," but the psychology predates the politics. <br />
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The important thing to note is that the ideas exist independent of the labels. The differing attitudes are first and foremost results people's personalities, the designation of these as two fundamentally, intrinsically <abbr title="Those camps being 'liberal' and 'conservative'."><span style="color: #f1c232;">different camps</span></abbr>, is a post-hoc social construct.</div>
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Honestly, Haidt's assertions don't sound much like a "hypothesis" to me at all. It sounds like a rather a good description of observable human
behavior. <br />
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Who doesn't associate the left with a 'concern for the have nots'? Or with a automatic revulsion for the well off? And who doesn't consider the fascination with the 'lazy' people who leech off the hard work of others, and the reverence of the 'self made man' a 'conservative' trait?</div>
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<u><b>What's all this have to do with "Welfare debates"?</b></u></div>
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If Haidt is correct (and it <i>really </i>feels like he's on to something here), then those <a href="http://economystified.blogspot.com/2014/04/welfare-myths.html" target="_blank">Welfare debates</a> I recently wrote about are essentially unresolvable. The only way one side of the political spectrum can win is for the other side to lose - both sides can see nothing but injustice in the other's approach! </div>
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Think about it: "Welfare" type programs (the kinds that actually exist, like food stamps, public housing, Medicaid, etc.) <i>involves transferring wealth from those who have it to those who don't</i>.</div>
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For the 'liberal,' this is "fair," since it puts all citizens on an equal footing, and gets rid of the undue advantages the hegemon enjoys.</div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
For the 'conservative,' this type of program is <b>intrinsically</b> <i><u>unfair</u>...for the exact same reason the liberal sees it "fair"!!</i> The conservative correctly sees "The Welfare State" as extracting money <i>earned</i> by workers and corporations, and handing it to those who <i>do</i> <i>not </i>earn.</div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
The converse is true if the Welfare programs were to be removed - the conservatives would see this as fair, since everyone gets to keep what they've earned, but the liberals see this as unfair since it leaves poorer folks high and dry.</div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
<i>With the two interpretations of "fairness" so diametrically opposed, there really is no room for consensus.</i> No matter who gets there way, the other side will see it as a great wrong that must be undone. <br />
<br />
This is probably why these debates get so heated, and are rarely productive - both camps sees the other guy's positions as "lets do something bad."<br />
<br />
And if these positions are rooted in your <i>personality</i>,<i> </i>in the very fiber of your being, and NOT in your rational/reasoning mind (as Haidt suggests), then how the hell can we ever hope for people to accept compromise? These attitudes are <span style="color: #f1c232;"><i><abbr title="At least they are hard wired in the short term. 10 years from now, your beliefs might change, but in the 10 minutes it takes to get into an argument with somebody about politics, you are what you are.">hard wired</abbr></i></span>.<br />
<br />
Ugh. Scary, right? </div>
</div>
Economystifiedhttp://www.blogger.com/profile/13721219444051369880noreply@blogger.com4tag:blogger.com,1999:blog-5737450142880120395.post-21267580652345639082014-04-29T11:13:00.002-07:002014-05-12T11:10:15.847-07:00"Welfare" myths<!--[if gte mso 9]><xml>
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Liberals see Welfare as a tool for balancing the playing field, a mechanism for giving
the poorest among us the resources necessary to just to get by.<span style="mso-spacerun: yes;"> </span></div>
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Conservatives see Welfare as a device that<span style="mso-bidi-font-weight: normal;"> unfairly redirects earning from the paychecks of the hardworking, straight into the wallets of the lazy and unmotivated.</span><br />
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Diametrically opposed interpretations, right? Both camps look at the same institution, the same program, but see two
very different things.</div>
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But what if I was to tell you that BOTH of these narratives <u><i><b>INTRINSICALLY</b></i></u>
incorrect?<span style="mso-spacerun: yes;"> </span>That <i>neither</i> of these viewpoints
can be true based on their own merits?</div>
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Both liberals and conservatives miss the mark when it comes to the Welfare debate.<span style="mso-spacerun: yes;"> </span> Why? Simple:</div>
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"<i><u>Welfare</u></i>" as people talk about it – the indefinite doling out of cash
directly into the hands of the poor – <i><u><b>DOES NOT EVEN EXIST</b></u></i>. It's an urban legend, a fairy tale...and yet, that doesn't seem to stop the political among us from developing strong opinions of it, does it? </div>
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<u><b>The Myth</b></u></div>
<br />
Whether it be on TV, in the classroom, or around the dinner table, debates about Welfare are a common occurrence throughout the US.<br />
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But whether or not the debaters support the program, their starting assumptions about what Welfare <i><u>actually is</u></i> always the same. Typically, something along the lines of:</div>
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<i>"If they're broke, <u>anyone</u> in the US can just go down to the county office, and collect themselves some Welfare money. Welfare recipients can collect that money as long as they want, with no strings attached... in fact, some people are on Welfare their whole lives!"</i></div>
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So this premise (or something very similar), gets thrown out there... </div>
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...and invariably, the liberal in the room defends the program, siting the virtue of sacrifice for the sake of other's well-being... </div>
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...and the conservative in the room leaps to the defense of the the taxpayer, pointing out that the whole thing is just a scheme to take money from those who are willing to work, and give it to the <a href="http://www.urbandictionary.com/define.php?term=welfare+queen" target="_blank">Welfare Queens</a> who aren't.</div>
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The thing is, both arguments are mute! There just is no govt program in existence that exactly matches the one I described above. </div>
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<b style="mso-bidi-font-weight: normal;"><u>The Reality: TANF</u></b></div>
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If you look though the US Federal budget, you won't find a spending item for <span style="color: #f1c232;"><abbr title="Because it doesn't actually exist. Have I mentioned that?">"Welfare"</abbr></span>. But you <i>will</i> find something called <span style="color: #f1c232;"><abbr title="'Temporary Assistance to Needy Families.' You say the acronym 'tan-eff.'">"TANF</abbr></span>".<br />
<br />
Since TANF is the closest thing out there to this mythological "Welfare," I'm going to assume when people say "Welfare," they really mean TANF.<br />
<br />
(Note: There's a handful of other programs - <a href="http://www.fns.usda.gov/snap/supplemental-nutrition-assistance-program-snap" target="_blank">food stamps</a>, <a href="http://en.wikipedia.org/wiki/Section_8_%28housing%29" target="_blank">section 8</a>, <a href="http://www.ssa.gov/pgm/ssi.htm" target="_blank">SSI</a>, <a href="http://www.ssa.gov/pgm/disability.htm" target="_blank">disability</a>, etc. - that I think also get grouped together as "Welfare" in people's minds. <br />
<br />
These programs are each administered separately, by different govt departments, and have their own budgets. I guess they're <i>kinds</i> of 'welfare programs,' however they provide specific benefits and services, not spend-as-you-please money. For the purpose of this post, I'm ignoring these other programs, and only focusing on the cash-in-hand concept of "Welfare.")<br />
<br />
<br />
<div style="text-align: center;">
<u><b>What is TANF?</b></u> </div>
<br />
So TANF<i> </i>provides a monthly allowance to those with low incomes.<br />
<br />
<i>However...</i><br />
<ul>
<li>TANF is <b>only available to families</b> - applicant's must have children and/or spouses. Single people without kids can't collect TANF (the "F" is for "Families," remember?).</li>
<li><b>There are time limits.</b> People can only collect TANF <span style="color: #f1c232;"><abbr title="2 years.">24 months</abbr></span> at a time, and can collect no more than <span style="color: #f1c232;"><abbr title="5 years.">60 months</abbr></span> total over their lifetime. (You <i>can</i> request an extension based on "hardship." However, Federal law stipulates that no more than 1/5 of a state's Welfare recipients can go over the 60 month limit, making extensions relatively rare.)</li>
<li>Anyone receiving TANF money is required to spend <b>30 hrs a week doing "work activities"</b> (20 if they have <abbr title="How young is 'young' is up to your state. But its typically in the 0-24 months old range."><span style="color: #f1c232;">young children</span></abbr>). The definition of "work activities," varies state-to-state, but things like job hunting, technical training, babysitting, volunteering, taking a GED prep course, or interning typically counts.</li>
</ul>
TANF's overarching guidelines and goals are set by the
Fed. However, its up to the individual states to implement them. As a
result, there is a lot of variation among states in terms of
benefits, eligibility, and how the money can be spent. What I've listed
above are all Federal guidelines - additional restrictions my apply in
your area. (For more details, check out the CBPP's <a href="http://www.cbpp.org/cms/?fa=view&id=936" target="_blank"><i>"Policy Basics: An Introduction to TANF."</i></a>)<br />
<br />
<i><u><b>BUT...</b>REGARDLESS OF YOUR STATE</u></i>...Are you single, without kids? You CANNOT receive TANF. Been on the dole for 5 years total over the course of your life? You CANNOT receive TANF. Not currently looking for a job, or honing your skills? You CANNOT receive TANF.<br />
<br />
You see now why I say that the "Welfare Queen" doesn't really exist? The idea that there's a class of people out there just living off of govt gravy train, passing decades loafing at home, is untrue. The program is temporary, reserved for families, and designed to wean people away from itself. <br />
<br />
<br />
<div style="text-align: center;">
<b><u>How TANF is administered</u></b></div>
<div style="text-align: left;">
<br />
Because eligibility requirements vary so much by state, there is no one form you fill out, or one website you visit to apply for TANF.<br />
<br />
Applicants instead must go down to the local county seat, and ask for an interview with a caseworker. The caseworker will review the applicant's present income, work history, savings, assets and family situation, and make a judgement as to whether or not the applicant meets the state standards. <br />
<br />
Once a person has been deemed eligible for TANF, they get a pre-paid "<a href="http://en.wikipedia.org/wiki/Electronic_Benefit_Transfer" target="_blank">EBT card</a>." Their TANF allowance is loaded to the card monthly (as is their <span style="color: #f1c232;">'<abbr title="'Food stamps' is just a colloquial name The program is really called 'SNAP'.">food stamps' credits</abbr></span>, if they are receiving that as well).<br />
<br />
Like a lot social safety net type programs, the states and Federal govt fund TANF, at pretty much <br />
a 50/50 split. <br />
<br />
This means that taxes taken out of an employed person's paycheck (by both the state <i>and</i> the Fed) are used to fund TANF.<br />
<br />
For the <a href="http://www.npc.umich.edu/news/events/safetynet/tanf-spending-factsheet.pdf" target="_blank">last few years</a>, the Fed has spent somewhere to the tune of $17 billion annually, the 50 states have been kicking in <abbr title="The state's share of TANF funding is referred to as 'MOE' or 'maintenance of effort.'"><span style="color: #f1c232;">a total of $15 billion annually </span></abbr>on TANF.</div>
</div>
<br />
<br />
<div style="text-align: center;">
<u><b>How many people are on TANF?</b></u> </div>
<div style="text-align: center;">
<br /></div>
<div style="text-align: left;">
1.8 million families, constituting 3.2 million children, and 1 million parents. (<a href="http://www.nccp.org/profiles/index_36.html" target="_blank">Source</a>)</div>
<br />
<br />
<div style="text-align: center;">
<u><b>How much TANF pay?</b></u></div>
<br />
The states have a lot of latitude when it comes to setting pay-out rates. The state's cost of living is factored in, as is the size of the family.<br />
<br />
However, each state does set monthly maximums, and boy to they vary. A family of 3 in Alaska can collect as much as $923 a month. But in Mississippi, they'd be capped at $170. Click <a href="http://www.acf.hhs.gov/sites/default/files/opre/databook_2012_final_nov2013_003.pdf" target="_blank">here</a> (and check out <i>Pg 108, Table II.A.4</i>) for a more detailed breakdown of the max's.<br />
<br />
Of course, the maximum pay-out and the typical pay-out <a href="http://www.cbpp.org/cms/?fa=view&id=4034" target="_blank">aren't the same</a>. I can't find a state by state list of average TANF pay-outs (which is weird...it has to be out there...if you find it, please share in the comments below).<br />
<br />
<i>However</i>...according to the Dept of Health and Human Services (the Federal dept that administers TANF):<br />
<br />
<i>"The average monthly amount of assistance for TANF recipient families was
$392 in FY 2010. Monthly cash payments to TANF families averaged $327
for one child, $412 for two children, $497 for three children, and $594
for four or more children." </i>(<a href="http://www.acf.hhs.gov/programs/ofa/resource/character/fy2010/fy2010-chap10-ys-final" target="_blank">Source</a>)<br />
<i><br /></i>
<i><br /></i>
<br />
<div style="text-align: center;">
<u><b>How does the money get spent?</b></u><i></i></div>
<div style="text-align: center;">
<i><br /></i></div>
It is illegal to spend TANF money on stuff like gambling, cigarettes and alcohol (enforcing that rule is <a href="http://www.creditcards.com/credit-card-news/debit-limits-welfare-tobacco-alcohol-tanf-ebt-snap-1282.php" target="_blank">kind of tricky</a>, though). <br />
<br />
Now, <a href="http://www.acf.hhs.gov/programs/ofa/resource/character/fy2010/fy2010-chap10-ys-final" target="_blank">82%</a> of TANF recipients also receive food stamps. <a href="http://www.acf.hhs.gov/programs/ofa/resource/character/fy2010/fy2010-chap10-ys-final" target="_blank">97%</a> receive Medicare, Medicaid and/or Veterans medical benefits. Many can get section 8.<br />
<br />
Despite this, a lot of TANF money winds up paying for people's living expenses (the type of stuff food stamps and Medicaid are supposed to cover). EBT cards are swiped <a href="http://www.bls.gov/opub/btn/volume-2/pdf/spending-patterns-of-families-receiving-means-tested-government-assistance.pdf" target="_blank">most often</a> at grocery stores, bus/train stations, and medical facilities.<br />
<br />
Also, don't forget that TANF is only available to families. People with kids have the additional expenses of cell phone bills, utilities, clothes and school supplies, all of which soak up even more TANF dollars.<br />
<br />
<br />
<div style="text-align: center;">
<u><b>The origin of the "Welfare Queen" myth </b></u></div>
<div style="text-align: center;">
<br /></div>
<div style="text-align: left;">
"Welfare" (or more accurately "TANF") is not big money. It cannot be collected indefinitely, it's only available to families, and isn't open to those uninvolved with the working world.<br />
<br />
So where did this idea of "Welfare-livin' for the lazy at heart" come from?<br />
<br />
When Reagan was campaigning for president in the late 70s, he promised to eradicate America's "<a href="http://oceanstatecurrent.com/analysis/ronald-reagans-welfare-queens-re-emerge-as-debate-intensifies-over-dependency-portal/" target="_blank">Welfare Queens</a>" if elected. These were theoretical individuals whose primary source of income was Welfare money. And they were living the highlife, on <i>your</i> dime - so the story went.</div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
Ok, so to be fair to Reagan, <i>AT THE TIME, <u>yes</u></i> - many of the these Welfare restrictions were <u><i>NOT </i></u>in place. It was possible for people to collect Welfare for long periods of time, etc. There was a period of time (several decades ago) that the Welfare you're thinking exists actually did.</div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
Reagan didn't change that, but in 1997, Congress passed the <a href="http://en.wikipedia.org/wiki/Tanf">Personal Responsibility and Work Opportunity Act"</a>. The act replaced the old Welfare system, which had remained relatively the same since its inception in 1935. The PRWOA created the restrictions I've covered in today's post.<br />
<br />
The goal of these restrictions was to "<a href="http://www.nytimes.com/2006/08/22/opinion/22clinton.html" target="_blank">end Welfare as [they knew] it</a>," changing it from an easily exploited program that fostered dependence, to the <a href="http://www.nbcnews.com/news/us-news/people-think-everyone-who-poor-gets-welfare-its-just-not-v20052531" target="_blank">temporary, work-placement initiative</a> that it is today.</div>
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So the Welfare that people tend to argue over today is a Welfare that already ended 18 years ago. But Regan's "Welfare Queen" narrative was so powerful, and so polarizing, that <i>his</i> characterization of Welfare just sort of stuck, even long after changes were made.<br />
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The result: when people today say the word <i>"Welfare"</i>, they are often referring (unwittingly) to the Welfare of a bygone era. They mistakenly think that the paradigm they're familiar with is the one still salient today.<br />
<br />
It isn't.</div>
Economystifiedhttp://www.blogger.com/profile/13721219444051369880noreply@blogger.com5tag:blogger.com,1999:blog-5737450142880120395.post-16960707157785785462014-04-21T04:46:00.002-07:002014-04-21T04:46:51.416-07:00The "Made In" ProblemDue to China's reputation of being a creator of shoddy (or even toxic) products, American consumers are often wary of products bearing the "Made in China" label.<br />
<br />
At the same time, Yanks love items emblazoned with a "Made in America" label. We feel like buying those is like rooting for the home team, and might have some positive effects on the overall economy.<br />
<br />
Ok...but how savvy are these country-conscious consumers <i>really</i> being?<br />
<br />
The assumption is if a toy says "Made in Taiwan" on the package, that toy was created from scratch in Taiwan, put on a ship, than a train, a truck, an hand cart, and finally set on the shelf at your local Wal-Mart. <br /><br />So people suspect that if they know something about Taiwanese manufacturing, they'll be able to garner some insight into the quality the toy before they even open the box. Or so the shopper reasons.<br />
<br />
Problem is, this isn't how production works in the 21st century. <i>NOTHING</i> is <i>"made"</i> - completely, from start to finish - solely within the borders of any nation.<br />
<br />
Sure, maybe the paint you bought at Lowe's was synthesized in the good ol' USofA. <i>But</i> chemicals imported from China, chemistry expertise from India, English patents, German machinery, Canadian accounting services, and Vietnamese-created aluminum cans (made from Australian mined and Indonesian smelted ore), were all part of the mix. <br /><br />So which country would you say<i>"made"</i> the can of paint? Well, the question doesn't really make sense. No one place <i>makes</i> anything in its entirety. Almost goods and services the modern economy produces are part of a global effort.<br />
<br />
Honestly, in today's pan-global, hyper-integrated economy, "<i>where was this item made?</i>" becomes a truly philosophical question! This is what I refer to as the "Made In" Problem. The phrase "Made In Country X" doesn't mean what you think it means, because it <i>can't </i>mean what you think it means anymore.<br />
<br />
<br />
<div style="text-align: center;">
<u><b>Planet Money's "Made In" Documentary</b></u> </div>
<br />
NPR Radio's <a href="http://www.npr.org/blogs/money/2011/04/27/135599807/about-planet-money" target="_blank">Planet Money</a> team recently released a 8 part series documenting the Odyssey of a single t-shirt - from a cotton farm in the US, then through Indonesian, Colombian, Bangladeshi manufacturing, and finally back to the US (<a href="http://www.npr.org/templates/story/story.php?storyId=127413729" target="_blank">Planet Money Episodes 496 - 503</a>). <br />
<br />
Honestly, I have <u><b><i>never</i></b></u> come across a more <u><i>detailed</i></u>, <u><i>well-put-together</i></u> account of how a real-world product gets moved through the global supply chain. My degree is in econ, and it wasn't until I listened to this series that I felt I really understood how complicated a complicated world-wide supply chain is. Not kidding!<br />
<br />
Although they don't use the term, the series also operationalizes what I've been calling the "Made In" Problem quite nicely. While you listen to this series (cuz I know you're gonna listen to it!) ask yourself: "where is this shirt being <i>made</i>?" Or maybe more tellingly, ask yourself: "Does asking the 'Made In' question actually even <i>make sense</i>?"<br />
<br />
I think you'll find that the more you roll it over in your head, the less clear the answer becomes. By the time you get to the end of the series, you may too agree that the "Made in America" or "Made in China" labels ultimately are just maters of interpretation/opinion!<br />
<br />
(And be sure to compliment your listening journey with a few visuals! See the images of this t-shirt's travels at <a href="http://seedtoshirt.tumblr.com/" target="_blank">seedtoshirt.tumblr.com</a>.)<br />
<br />
And as always, feel free to share your thoughts/observations/questions/concerns in the comments section at the end of this post.<br />
<br />
<br />
<div style="text-align: center;">
<u><b>Episode List</b></u> </div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
Planet Money Episode 496: <br />
<a href="http://www.npr.org/blogs/money/2013/11/15/245470814/episode-496-where-the-planet-money-t-shirt-began" target="_blank">Where The Planet Money T-Shirt Began</a><br />
November 15, 2013<br />
<br />
Planet Money Episode 497: <br />
<a href="http://www.npr.org/blogs/money/2013/11/20/246395456/episode-497-love-betrayal-and-the-planet-money-t-shirt" target="_blank">Love, Betrayal And The Planet Money T-Shirt</a><br />
November 20, 2013<br />
<br />
Planet Money Episode 498: <br />
<a href="http://www.npr.org/blogs/money/2013/11/22/246776421/episode-498-the-last-t-shirt-in-colombia" target="_blank">The Last T-Shirt In Colombia</a><br />
November 22, 2013<br />
<br />
Planet Money Episode 499: <br />
<a href="http://www.npr.org/blogs/money/2013/11/27/247564324/episode-499-richard-nixon-kimchi-and-the-first-clothing-factory-in-bangladesh" target="_blank">Richard Nixon, Kimchi And The First Clothing Factory In Bangladesh</a><br />
November 27, 2013<br />
<br />
Planet Money Episode 500: <br />
<a href="http://www.npr.org/blogs/money/2013/12/04/248883212/episode-500-the-humble-innovation-at-the-heart-of-the-global-economy" target="_blank">The Humble Innovation At The Heart Of The Global Economy</a><br />
December 04, 2013<br />
<br />
Planet Money Episode 501: <br />
<a href="http://www.npr.org/blogs/money/2013/12/06/249278784/episode-501-a-shirt-a-meat-grinder-and-the-book-of-everything" target="_blank">A Shirt, A Meat Grinder And The Book Of Everything</a><br />
December 06, 2013<br />
<br />
Planet Money Episode 502: <br />
<a href="http://www.npr.org/blogs/money/2013/12/11/250240941/episode-502-the-afterlife-of-a-t-shirt" target="_blank">The Afterlife Of A T-Shirt</a><br />
December 11, 2013<br />
<br />
Planet Money Episode 503: <br />
<a href="http://www.npr.org/blogs/money/2013/12/13/250747279/episode-503-adding-up-the-cost-of-the-planet-money-t-shirt" target="_blank">Adding Up The Cost Of The Planet Money T-Shirt</a><br />
December 13, 2013</div>
Economystifiedhttp://www.blogger.com/profile/13721219444051369880noreply@blogger.com0tag:blogger.com,1999:blog-5737450142880120395.post-87803985858402380862014-04-14T07:06:00.001-07:002014-04-22T04:51:58.144-07:00"Pop Econ," The Federal Reserve, and inflation<div style="text-align: center;">
<u><b>What is "pop psychology"? </b></u></div>
<br />
You ever hear someone use the term "<a href="http://dictionary.reference.com/browse/pop+psychology" target="_blank">pop psychology</a>"? Pop psychology is an oversimplified version of real psychological knowledge, typically applied to some mundane and specific problems of an individual.<br />
<br />
They're fairly easy to spot. When Dear Abby, a self-help speaker, or that weird coworker starts off a sentence with "Studies have shown..," you can bet what follows is a good example of pop psych babble.<br />
<br />
The <a href="http://psychology.about.com/od/cognitivepsychology/a/left-brain-right-brain.htm" target="_blank">"left-brained vs right-brained" myth</a> is a pretty ubiquitous one, as is the <a href="http://www.slate.com/articles/arts/culturebox/2011/01/selflove_actually.html" target="_blank">"opposites attract"</a> legend. And who could forget that age-old masterwork of bull: <a href="http://en.wikipedia.org/wiki/10%25_of_brain_myth" target="_blank">"we only use 10% of our brain"</a> (Hint: you are using 100% off all your organs, all of the time. I want you try using only 43% of your stomach. Right now. I'll give you a minute.) Oh, there's <a href="http://www.skeptic.com/eskeptic/10-09-01/" target="_blank">so many</a> of them!<br />
<br />
<br />
<div style="text-align: center;">
<u><b>Difficult persistence</b></u><br />
<br />
<div style="text-align: left;">
Pop psych myths tend to be a mound of wacky built on top of a grain of truth. This makes them hard to stamp out. That tiny, inconsequential speck of accuracy mixed into the myth gives true believers a channel to rationalize and excuse their treasured folklore.<br />
<br />
They are myth's based in truth. But being so oversimplified and distorted, they just not usable in the real world.<br />
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<br />
<div style="text-align: center;">
<u><b>What about "pop economics"?</b></u></div>
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<br /></div>
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Anyway, so what's my point? </div>
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<br /></div>
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Ok, so the other day, I was thinking to myself: "Are there any 'pop economics' ideas out there in the same vein?" Economic "facts," which most people understand to be true, but really aren't?</div>
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I think so. The problem is that most people (present company excluded, of course) find economics massively boring. They don't think economics is fun to analyze, so they just don't.<br />
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This probably somewhat abates the unfettered speculating, myth-making machine that is the popular consciousness. Nobody takes the time to work out that these things don't make sense.</div>
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<i>HOWEVER</i> - economics is important stuff. It effects all of us, everyday. Whats more, we're all aware of our economic position in the world, and spend a lot of time considering the positioning of those around us.</div>
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<br /></div>
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So take these two points together, and what do you get? The populous might not be <i>passionate</i> about economics, but they think/care about it nonetheless. </div>
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And with <i>everyone</i> thinking about it, especially in a casual manner...well, that gives you the necessary environment for an odd myth or two to take root...</div>
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<b><u>An example</u></b></div>
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<br /></div>
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Of course, the fact that I'm struggling to identify "pop econ," and the fact that the term "pop econ" doesn't really exist outside of this blog post, makes it pretty clear that pop econ isn't nearly the cottage industry pop psych has come to be.</div>
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But I think I can see a few contenders for the mantle. </div>
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In today's post, I want to address the following bit of conventional wisdom, that nicely represents "pop econ" thinking:<br />
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<i>"When the Federal Reserve prints money, it <u><b>always</b></u></i> <i>leads to inflation."</i></div>
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What makes this statement wrong is the "<b>always</b>." Increasing the number of dollars in existence <b><u><i>can</i></u></b> cause inflation. <i>Might. May. It's possible.</i> </div>
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However, a lot of the time - it just plain doesn't.<br />
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Take a look at the below charts. I won't offend you with too many details (you can learn some nitty gritty <a href="https://www.youtube.com/watch?v=-JTw7gNwT6Y" target="_blank">here</a>), but Chart B shows the amount of cash in existence, in the US economy.<br />
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Chart A tracks the <a href="https://www.youtube.com/watch?feature=player_embedded&v=yahEP620480" target="_blank">CPI</a> - line going up means prices are increasing, falling is decreasing.<br />
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Plain as the nose on your face...between Fall '08 and Fall '09, the Fed stepped up the rate it milled cash. <i>Yet at the same time, prices were falling. </i>We had an injection of cash without inflation - in fact, <b><i>prices <u>fell</u></i></b> - a period of <i>deflation</i>!<br />
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<div class="separator" style="clear: both; text-align: center;">
<a href="https://www.blogger.com/blogger.g?blogID=5737450142880120395" imageanchor="1" style="clear: right; float: right; margin-bottom: 1em; margin-left: 1em;"></a><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgZssDjJ36-xGE4oEMhwniKyVgK1hMCyWVtyF3bOMiPiQ2Zaoxfmo-8UUQz34dpZvZnZ9iS38gW40sjQwwdXHHqJ28PivKSLxxLJNxCqQXpVTdec454DpA4w1y_Vn-p7sP8dzc37dPDaSg-/s1600/Capture.JPG" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgZssDjJ36-xGE4oEMhwniKyVgK1hMCyWVtyF3bOMiPiQ2Zaoxfmo-8UUQz34dpZvZnZ9iS38gW40sjQwwdXHHqJ28PivKSLxxLJNxCqQXpVTdec454DpA4w1y_Vn-p7sP8dzc37dPDaSg-/s1600/Capture.JPG" /></a></div>
<div style="text-align: center;">
(Data for <a href="http://www.research.stlouisfed.org/fred2/series/CPIAUCSL" target="_blank">Chart A</a>, <a href="http://www.research.stlouisfed.org/fred2/series/CURRENCY" target="_blank">Chart B</a>) </div>
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<br /></div>
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<u><b>Understanding the pop econ thinking</b></u><br />
<u><b><br /></b></u>
<br />
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So what's going on here? </div>
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Let me first delve into the logic behind <abbr title="That legend being: if the cash supply increases, inflation MUST follow.">the <span style="color: #f1c232;">pop economics legend</span></abbr>, and make sure we're all clear as to what the myth's believers think is going on. Then I'll explain <i>why</i> deflation can coexist with a splurge of money printing like in the above charts.<br />
<br />
Ok, back to the original story. <i>When the Federal Reserve prints money, it <u><b>always</b></u></i> <i>leads to inflation.</i></div>
</div>
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Let's first understand the thinking behind this idea. Why would the Fed printing cash increase inflation?</div>
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You might think of inflation as "prices going up," but its better to view it in reverse: "the value of money is going down."</div>
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Try this: picture a nation with exactly $100 in cash circulating throughout its economy. </div>
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In Year 1, a loaf of bread in this country costs $1.</div>
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Now imagine that in Year 2, the government prints $100 <i>more</i> dollars. Now there's a total of $200 in circulation. (Everything else - the nation's population, bread making capacity, demand for bread, etc. - stays the same).</div>
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In Year 2, bakers are going to look around and say "Hey, all of a sudden, my customers are a lot richer! There's twice as much money flying around here!"<br />
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They realize they can raise prices without losing business, since all their customers are now "rich" enough to afford pricier bread! Suddenly, bread goes for $2 a loaf.</div>
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(And what if there's one baker out there who decides he's a nice guy and won't raise prices to his customers? Who cares! He won't be around for long.<br />
<br />
His flour distributor, land lord, employees, and utility company will likely be raising their prices too, for all the same reasons he would. As the baker's overhead goes up, his prices must to, if he is to stay afloat.)</div>
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In this scenario, the govt's actions caused inflation. As the number of dollars in circulation grows, producers will expect/require more of them in exchange for the same products. More money out there, chasing the same number of goods, pushes prices up.</div>
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<br /></div>
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In our example, a loaf of bread costs 1% of the economy's wealth in <i><b>both</b></i> <abbr title="A price of $1 when there's $100 in circulation equals 1% of the total available cash. $2 out of $200 is also 1%."><span style="color: #f1c232;">Year 1 and Year 2!</span></abbr><br />
<br />
So bread didn't <i>really</i> go up in price...the price just <i>inflated</i>. Dollars fell in price (due to the increased supply), meaning they became less valuable, meaning the baker needs more of them before he's willing to part with his goods.<br />
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<u><b>Whats wrong with that thinking?</b></u></div>
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<br /></div>
There's nothing wrong with the <i>logic</i> of the story I tell above. As a matter of fact, stuff like this <i>has </i>happened in the past.<br />
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But that hardly means that it <i>must!</i> <br />
<br />
The big problem here is this hypothetical economy is <i>cash only</i>. People can only buy their bread with the money the govt provides. In the real world, you have plenty more options.<br />
<br />
And the existence of these alternatives make the above narrative just too much of an oversimplification to be right all the time. It's "pop econ."<br />
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<u><b>Credit cards</b></u></div>
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Economists refer to <i>actual</i> cash, as in <u><i>currency</i></u>, the kind the govt prints, as "<a href="http://www.investopedia.com/terms/m/m0.asp" target="_blank">M0</a>." But that's not the only kind of "money" we use.</div>
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Think about our bakers. In Year 1, one loaf is $1. Now, picture an different Year 2, one in which the govt printed <u><i>no</i></u> new money. <i>BUT</i>, everyone nationwide got a credit card, and began spending twice what would normally.</div>
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This economy may only have $100 in cash flowing around, but it acts like a $200 economy. Prices at the end of Year 2 go up anyway, and we'd get <abbr title="From $1/loaf to $2/loaf."><span style="color: #f1c232;">the</span> <span style="color: #f1c232;">same inflation as before! </span></abbr></div>
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<u><b>Putting it all together</b></u></div>
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Ok, again, hit reset on the hypothetical nation. In Year 1, there's $100 in circulation, and bread is a dollar a loaf.</div>
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And let's again say in Year 2, the govt prints <i>no</i> new money, but the population discovers credit cards, and functionally, there's $200 to throw around. The typical baker raises (or is forced to raise) his price to, say, $2 a loaf.</div>
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Ok, now lets move on to Year 3. In Year 3, there is a economic collapse, and everyone's credit score tanks. They all lose their line of credit. We're back to transacting all business with that $100 cash.</div>
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<br /></div>
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And ladies and gentlemen, one moment you've all been waiting for:<i> </i><br />
<i>If the govt just prints $100 more, there will be <u>$200 in circulation</u> again! </i>Prices don't crash, and the <a href="https://www.youtube.com/watch?v=snX4Wf7PGts" target="_blank">deflationary spiral</a> is avoided - and best of all, no new inflation!!</div>
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Remember, inflation happens when <i>amount spent</i> goes up, even when the amount purchased stays constant. When credit disappears, people can afford less stuff - spending goes down. But if the loss of credit can just be substituted dollar-for-dollar with new M0, inflation <span style="color: #f1c232;"><abbr title="In fact, there can still be NET DEFLATION if the amount of new M0 isn't being printed fast enough.">will not occur</abbr></span>.<br />
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</div>
And if there's any doubt in your mind that credit spending is large enough to matter so much: Realize that the overwhelming majority of all purchases in a modern economy are done on credit. Credit cards are only a small part of it...mortgages, car loans, student loans...<br />
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I once worked for a manufacturer that shifted nearly $50 million worth of stuff MONTHLY, and gave most customers 30 days to pay for their orders. Our company was functionally creating $600 million in credit a year, and we were considered a 'small company.'<br />
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Heck, right now, US governments, households and businesses altogether are <a href="http://www.ibtimes.com/exploding-private-plus-government-debt-gdp-davos-world-economic-forum-conversation-starter-1544648" target="_blank">$41 trillion in debt</a>. Our GDP is only about $15 trillion a year.<br />
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That means that at current income levels, if all govt, households and businesses never borrowed a penny again, and started diverting 10% of their yearly incomes to paying off old debts, it would take 27 years to settle all debts in the US of A. That's a lot of stuff bought on credit.</div>
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<b><u>Another scenario</u></b></div>
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I can think of some other instances where the Fed could pump those printing presses without contributing to inflation.<br />
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For example, governments can't force people to borrow money from the bank, nor can they force them to make deposits.<br />
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<br />
Its entirely possible for cash to be printed up, released into the world, wind up in a savings account or two, and then...nothing. It ends up in the banks, but with no one wanting to borrow/spend the extra cash it never really goes into broader circulation.<br />
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If that M0 never sees the light of day, the net effect, of course, would be the same as if the cash was never created at all. The money never really gets into circulation, and so it can't cause inflation.<br />
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<br />
<div style="text-align: center;">
<u><b>And another...</b></u> </div>
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What if the baker improves his process of production. Maybe through better tech, maybe better management, whatever. Either way, he manages to make more bread in Year 2 than he did in Year 1 at the same cost. <br />
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In this case, if the govt prints up more money, price levels will stay flat, since the ratio of bread to dollars in the world can stay the same.<br />
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In fact, if the govt <i>doesn't </i>print more currency, you end up with more goods out there and fewer and fewer dollars available to move them around.<br />
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Consumers can haggle down prices (as it's become a buyer's market), and producers will have to come down, leading again to <i><a href="https://www.youtube.com/watch?v=FPh6EDv0Eew" target="_blank">deflation</a>.</i><br />
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Policy makers tend to me much more worried about deflation than inflation, since deflation can be <a href="http://www.economicsonline.co.uk/Global_economics/Deflation.html" target="_blank">much more dangerous</a> to an economy.<br />
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<u><b>So, can I call it a "myth"?</b></u> </div>
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Gov't printing of cash <i>sometimes</i> causes inflation, <i>sometimes </i>it doesn't. It's all about the situation. This clearly puts the <span style="color: #f1c232;"><abbr title="That is: 'When the Federal Reserve prints money, it ALWAYS leads to inflation.'"><b>"always"</b> version</abbr></span> of this pop economics narrative squarely into the realm of myth.<br />
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A better version of the this particular bit of pop econ, would be one that understands inflation is always a risk of printing money, but not an inevitability. Then it just becomes an issue of "how much risk for how much reward?"</div>
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Economystifiedhttp://www.blogger.com/profile/13721219444051369880noreply@blogger.com0tag:blogger.com,1999:blog-5737450142880120395.post-68656431721455638662014-04-07T08:02:00.002-07:002014-04-08T07:19:22.468-07:00US Homicide Rates<div style="text-align: left;">
Over the past few decades, criminology and economics have developed an interesting relationship. There's <span style="color: #f1c232;"><abbr title="Steven Levitt of Freakonomics fame being one of them.">quite a few economists</abbr></span> who research crime. And at <a href="https://www.google.com/search?q=criminology+and+economics+site:%27.edu%27" target="_blank">plenty universities</a>, the two departments are tightly linked.<br />
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Why? One obvious motivation is better understanding how economic realities might drive individuals to crime. But there's another reason - there is a <i>TON</i> of data on crime! And economists love data!<br />
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Many of the analysis methods economists learn aren't econ specific - the techniques can be applied to <i>any </i>kind of data.<br />
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Enterprising economists looking for a under-examined (or less crowded) field may turn to crime stats for unique and salient avenues of research.<br />
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<b><u>The FBI Uniform Crime Report</u></b></div>
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The FBI releases an annual data set showing some broad, but comprehensive crime stats called the <a href="http://www.fbi.gov/about-us/cjis/ucr/ucr" target="_blank">Uniform Crime Report</a> (UCR). The UCR complies records of all known crimes committed in any US city with a population over 10,000 in a year.</div>
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I <a href="http://www.fbi.gov/stats-services/crimestats" target="_blank">downloaded</a> the <span style="color: #f1c232;"><abbr title="Which would be 2012...there's a 'preliminary' report available for 2013, but I'd rather work with the most verified, rather than the most recent, report.">most recent complete UCR</abbr></span> the other day, and started playing with the data. Frequently, I was found myself surprised by what I was seeing. Quite a few cities I think of as "dangerous" actually had lower crime rates than I anticipated, and vice versa.<br />
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I can't tell you where, exactly, I got the idea that NYC was an unsafe place, for example. But it turns out, the Big Apple has some of the lowest crime rates in the nation. The completely incorrect idea had gotten into my head somehow, and I never even thought to question it.<br />
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We often don't think about our own intuition or assumptions, or
wonder how they develop, do we? We just kinda feel like we know what we know - its not until we take the exam that we realize there are gaps in our understanding.<br />
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But data gives us the objective information
needed to keep those prejudices in check.<br />
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<u><b>"Murder and Nonnegligent Manslaughter"</b></u><br />
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Although there's <i>A LOT </i>of different data included in the report, I'd like to focus on the homicide rates in the largest US cities. </div>
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I'm choosing homicide both because of its severity, but also because of its relative consistency across police departments in definition.<br />
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Additionally, since many other types of crimes (rapes, robberies, etc.) tend to go unreported, and dead bodies are hard to miss/ignore, I take this tally to be one of the most substantial and reliable ones included in the UCR.</div>
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<u><b>Definition</b></u></div>
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The UCR <a href="http://www.fbi.gov/about-us/cjis/ucr/crime-in-the-u.s/2010/crime-in-the-u.s.-2010/violent-crime/murdermain" target="_blank">defines murder and nonnegligent manslaughter</a> as:</div>
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<i>"The willful (nonnegligent) killing of one human being by another. The classification of this offense is based solely on police investigation as opposed to the determination of a court, medical examiner, coroner, jury, or other judicial body. The UCR Program does not include the following situations in this offense classification: deaths caused by negligence, suicide, or accident; justifiable homicides; and attempts to murder or assaults to murder, which are scored as aggravated assaults." </i></div>
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<u><b>'Major' Cities</b></u><br />
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There are <a href="http://www.census.gov/govs/go/municipal_township_govs.html" target="_blank">36,011</a> cities, towns, and villages in the US.<br />
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Of course, most of these aren't included in the UCR data, as it only considers municipalities with populations over 100,000. There are 597 of these.<br />
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And since this is just a humble blog post, I filtered that number down even more, and looked just at cities with populations of <span style="color: #f1c232;"><abbr title="A quarter million">250,000</abbr></span> or more (of which there are 72 nationwide). No particular reason I picked 250K, its completely arbitrary, but lets call them the 'major' US cities for now.<br />
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<div style="text-align: center;">
<u><b>Lowest Homicide Rates</b></u></div>
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<div style="text-align: left;">
<b><i><u>SO</u></i></b> - of the US's 72 cities with populations 250k or greater, here are the ones you were least likely to be killed in, in 2012. Do any of these surprise you?</div>
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<table align="center" border="2" cellpadding="0" cellspacing="2" class="sortable" style="width: 381px;"><colgroup><col style="mso-width-alt: 1499; mso-width-source: userset; width: 31pt;" width="41"></col>
<col style="mso-width-alt: 4461; mso-width-source: userset; width: 92pt;" width="122"></col>
<col style="mso-width-alt: 1499; mso-width-source: userset; width: 31pt;" width="41"></col>
<col style="mso-width-alt: 6473; mso-width-source: userset; width: 133pt;" width="177"></col>
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<tr height="45" style="height: 33.75pt; mso-height-source: userset;">
<td class="xl70" height="45" style="height: 33.75pt; width: 31pt;" width="41"><b>Rank</b></td>
<td class="xl70" style="width: 92pt;" width="122"><b>City</b></td>
<td class="xl70" style="width: 31pt;" width="41"><b>State</b></td>
<td class="xl71" style="width: 133pt;" width="177"><b>Chances any resident would be victim of a homicide were 1 in:</b></td>
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<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">1</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">Plano</td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">TX</td>
<td class="xl69" style="text-align: center;">273,816 </td>
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<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">2</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">Lincoln</td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">NE</td>
<td class="xl69" style="text-align: center;">88,058 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">3</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">Henderson</td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">NV</td>
<td class="xl69" style="text-align: center;">65,867 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">4</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">Mesa</td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">AZ</td>
<td class="xl69" style="text-align: center;">32,242 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">5</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">Santa Ana</td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">CA</td>
<td class="xl69" style="text-align: center;">30,226 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">6</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">Portland</td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">OR</td>
<td class="xl69" style="text-align: center;">29,902 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">7</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">El Paso</td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">TX</td>
<td class="xl69" style="text-align: center;">29,371 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">8</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">San Diego</td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">CA</td>
<td class="xl69" style="text-align: center;">28,478 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">9</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">Seattle</td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">WA</td>
<td class="xl69" style="text-align: center;">27,255 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">10</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">Austin</td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">TX</td>
<td class="xl69" style="text-align: center;">26,868 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">11</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">Lexington</td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">KY</td>
<td class="xl69" style="text-align: center;">25,194 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">12</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">Raleigh<span style="mso-spacerun: yes;"> </span></td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">NC</td>
<td class="xl69" style="text-align: center;">24,741 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">13</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">Colorado Springs</td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">CO</td>
<td class="xl69" style="text-align: center;">24,016 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">14</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">Anaheim</td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">CA</td>
<td class="xl69" style="text-align: center;">22,968 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">15</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">Jersey City</td>
<td class="xl67" style="text-align: center; width: 31pt;" width="41">NJ</td>
<td class="xl69" style="text-align: center;">22,869 </td>
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<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">16</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">St. Paul</td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">MN</td>
<td class="xl69" style="text-align: center;">22,362 </td>
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<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">17</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">Arlington</td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">TX</td>
<td class="xl69" style="text-align: center;">22,311 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">18</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">San Jose</td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">CA</td>
<td class="xl69" style="text-align: center;">21,699 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">19</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">Virginia Beach</td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">VA</td>
<td class="xl69" style="text-align: center;">21,314 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">20</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">Anchorage</td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">AK</td>
<td class="xl69" style="text-align: center;">19,943 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">21</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">New York</td>
<td class="xl67" style="text-align: center; width: 31pt;" width="41">NY</td>
<td class="xl69" style="text-align: center;">19,784 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">22</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">Riverside<span style="mso-spacerun: yes;"> </span></td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">CA</td>
<td class="xl69" style="text-align: center;">19,596 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">23</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">Corpus Christi</td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">TX</td>
<td class="xl69" style="text-align: center;">19,535 </td>
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<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">24</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">Las Vegas</td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">NV</td>
<td class="xl69" style="text-align: center;">19,466 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">25</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">Fort Worth</td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">TX</td>
<td class="xl69" style="text-align: center;">17,502 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">26</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">Wichita</td>
<td class="xl67" style="text-align: center; width: 31pt;" width="41">KS</td>
<td class="xl69" style="text-align: center;">16,800 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">27</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">Denver</td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">CO</td>
<td class="xl69" style="text-align: center;">16,117 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">28</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">San Antonio</td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">TX</td>
<td class="xl69" style="text-align: center;">15,507 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">29</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">Tampa<span style="mso-spacerun: yes;"> </span></td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">FL</td>
<td class="xl69" style="text-align: center;">15,250 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">30</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">Long Beach</td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">CA</td>
<td class="xl69" style="text-align: center;">14,684 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">31</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">Sacramento</td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">CA</td>
<td class="xl69" style="text-align: center;">14,016 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">32</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">Albuquerque</td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">NM</td>
<td class="xl69" style="text-align: center;">13,504 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">33</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">Greensboro</td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">NC</td>
<td class="xl69" style="text-align: center;">13,149 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">34</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">Los Angeles</td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">CA</td>
<td class="xl69" style="text-align: center;">12,893 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">35</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">Tucson</td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">AZ</td>
<td class="xl69" style="text-align: center;">12,361 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">36</td>
<td class="xl67" style="text-align: center; width: 92pt;" width="122">Phoenix</td>
<td class="xl68" style="text-align: center; width: 31pt;" width="41">AZ</td>
<td class="xl69" style="text-align: center;">12,077 </td>
</tr>
</tbody></table>
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<br />
<div style="text-align: center;">
<u><b>Highest Homicide Rates</b></u><br />
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<table align="center" border="2" cellpadding="0" cellspacing="2" class="sortable" style="width: 353px;"><colgroup><col style="mso-width-alt: 1572; mso-width-source: userset; width: 32pt;" width="43"></col>
<col style="mso-width-alt: 3766; mso-width-source: userset; width: 77pt;" width="103"></col>
<col style="mso-width-alt: 1243; mso-width-source: userset; width: 26pt;" width="34"></col>
<col style="mso-width-alt: 6326; mso-width-source: userset; width: 130pt;" width="173"></col>
</colgroup><tbody>
<tr height="45" style="height: 30.0pt;">
<td class="xl70" height="40" style="height: 30.0pt; width: 32pt;" width="43"><b>Rank</b></td>
<td class="xl70" style="width: 77pt;" width="103"><b>State</b></td>
<td class="xl70" style="width: 26pt;" width="34"><b>City</b></td>
<td class="xl71" style="width: 130pt;" width="173"><b>Chances any resident would be victim of a homicide were 1 in:</b></td>
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<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">1</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">Detroit</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">MI</td>
<td class="xl69" style="text-align: center;">1,832 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">2</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">New Orleans</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">LA</td>
<td class="xl69" style="text-align: center;">1,880 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">3</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">St. Louis</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">MO</td>
<td class="xl69" style="text-align: center;">2,820 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">4</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">Baltimore</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">MD</td>
<td class="xl69" style="text-align: center;">2,869 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">5</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">Newark</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">NJ</td>
<td class="xl69" style="text-align: center;">2,905 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">6</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">Oakland</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">CA</td>
<td class="xl69" style="text-align: center;">3,146 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">7</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">Stockton</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">CA</td>
<td class="xl69" style="text-align: center;">4,213 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">8</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">Kansas City</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">MO</td>
<td class="xl69" style="text-align: center;">4,420 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">9</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">Philadelphia</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">PA</td>
<td class="xl69" style="text-align: center;">4,649 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">10</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">Memphis</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">TN</td>
<td class="xl69" style="text-align: center;">4,943 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">11</td>
<td class="xl67" style="text-align: center; width: 77pt;" width="103">Atlanta</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">GA</td>
<td class="xl69" style="text-align: center;">5,266 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">12</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">Chicago</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">IL</td>
<td class="xl69" style="text-align: center;">5,417 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">13</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">Buffalo</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">NY</td>
<td class="xl69" style="text-align: center;">5,467 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">14</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">Miami</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">FL</td>
<td class="xl69" style="text-align: center;">6,005 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">15</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">Cincinnati</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">OH</td>
<td class="xl69" style="text-align: center;">6,439 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">16</td>
<td class="xl67" style="text-align: center; width: 77pt;" width="103">Milwaukee</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">WI</td>
<td class="xl69" style="text-align: center;">6,587 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">17</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">Oklahoma City</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">OK</td>
<td class="xl69" style="text-align: center;">7,007 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">18</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">Washington</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">DC</td>
<td class="xl69" style="text-align: center;">7,185 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">19</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">Toledo</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">OH</td>
<td class="xl69" style="text-align: center;">7,334 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">20</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">Pittsburgh</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">PA</td>
<td class="xl69" style="text-align: center;">7,612 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">21</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">Mobile</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">AL</td>
<td class="xl69" style="text-align: center;">7,860 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">22</td>
<td class="xl67" style="text-align: center; width: 77pt;" width="103">Dallas</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">TX</td>
<td class="xl69" style="text-align: center;">8,062 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">23</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">Indianapolis</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">IN</td>
<td class="xl69" style="text-align: center;">8,646 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">24</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">Jacksonville</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">FL</td>
<td class="xl69" style="text-align: center;">9,039 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">25</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">Tulsa</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">OK</td>
<td class="xl69" style="text-align: center;">9,498 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">26</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">Fresno</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">CA</td>
<td class="xl69" style="text-align: center;">9,922 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">27</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">Minneapolis</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">MN</td>
<td class="xl69" style="text-align: center;">10,006 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">28</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">Nashville</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">TN</td>
<td class="xl69" style="text-align: center;">10,014 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">29</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">Houston</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">TX</td>
<td class="xl69" style="text-align: center;">10,034 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">30</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">Omaha</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">NE</td>
<td class="xl69" style="text-align: center;">10,194 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">31</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">Bakersfield</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">CA</td>
<td class="xl69" style="text-align: center;">10,462 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">32</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">Louisville</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">KY</td>
<td class="xl69" style="text-align: center;">10,745 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">33</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">Boston</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">MA</td>
<td class="xl69" style="text-align: center;">11,064 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">34</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">Aurora</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">CO</td>
<td class="xl69" style="text-align: center;">11,619 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">35</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">Fort Wayne</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">IN</td>
<td class="xl69" style="text-align: center;">11,665 </td>
</tr>
<tr height="19" style="height: 14.25pt;">
<td class="xl66" height="19" style="height: 14.25pt; text-align: center;">36</td>
<td class="xl68" style="text-align: center; width: 77pt;" width="103">San Francisco</td>
<td class="xl67" style="text-align: center; width: 26pt;" width="34">CA</td>
<td class="xl69" style="text-align: center;">11,889 </td>
</tr>
</tbody></table>
</div>
<br />
*Note - Flint, MI, and Camden, NJ actually had the highest homicide rates in the country. In Flint, 1 in 1,613 residents were victims of a homicide, in Camden it was 1 in 1,159. However, they didn't make this list, because their populations are below my 250,000 threshold.<br />
<br />
<br />
<div style="text-align: center;">
<u><b>Do analysis of your own</b></u></div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
Of course, this is just a demonstration of the sort of stuff you'll find in the UCR. I highly encourage you to <a href="http://www.fbi.gov/about-us/cjis/ucr/crime-in-the-u.s/2012/crime-in-the-u.s.-2012/resource-pages/download-printable-files" target="_blank">download the data set</a>, and mess around with it for yourself! Share any interesting finding in the comments section below.<br />
<br />
(You'll download the data as a zip file. You'll have to 'unzip' the file, to extract the Excel spreadsheets that make up the UCR. If you don't know how to unzip a file, watch this <a href="https://www.youtube.com/watch?v=nXAYWwiDvc8" target="_blank">video</a>. If you don't know how to use Excel, I'd start by watching <a href="https://www.youtube.com/watch?v=eI_7oc-E3h0&list=PLjT_MIUPIOA9ySAtvcQw1TJ0GaWKhUuJN" target="_blank">this playlist</a>.)</div>
<br />
<br />
<div style="text-align: center;">
<b><u>Caveats</u></b></div>
</div>
<div style="text-align: center;">
<br /></div>
<div style="text-align: left;">
The FBI <i>strongly </i>encourages people not to do what I'm doing here: rank localities. <br />
<br />
They don't like seeing it done because its not <i>really</i> fair to compare really different cities side by side on simple crime stats. Every city has its own unique relevant demographics, economic situation, policing practices, number of police, culture, urban geography...heck even <a href="http://www.huffingtonpost.com/2014/01/01/weather-crime-temperatures_n_4518940.html" target="_blank">weather might affect</a> crime rates.</div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
Because of this, The FBI doesn't like to see ranking lists. They're afraid people will draw unsubstantiated inferences from them. </div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
Maybe a reporter finds City A has <i>twice</i> the car theft rate as City B, and jumps to the conclusion that thieves must be bolder in City A, and police less effective. </div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
But what if City A also just has twice the car-ownership rates? Or half the off-street parking? Or half the number of car alarms?</div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
If the reporter misses those facts, they'd fail to see that the cops and robbers in the two cities could very well be equally busy, and equally successful. The conclusion is revealed as erroneous once more info is introduced.<br />
<br />
The forces that drive crime can be is so complicated, that even a tiny bit of additional information might completely discredit a researchers otherwise reasonable conclusion.</div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
<br />
<div style="text-align: center;">
<u><b>My rebuttal</b></u> </div>
<br />
I think the FBI makes some sensible arguments about the "<a href="http://www.fbi.gov/about-us/cjis/ucr/ucr-statistics-their-proper-use" target="_blank">pitfalls of ranking</a>." </div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
Ultimately, however, they're confusing cause and effect.<br />
<br />
The FBI cautions against rankings because they're afraid people will draw bad inferences them. But that's a reason to caution against <i>snap judgements, </i>not a reason to caution against <i> ranking lists</i> <i>themselves</i>.</div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
You need to create ranks and averages and indexes to give individual data points <i>context</i>, which is the only way they have <i>meaning</i>. <i> </i></div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
<i>"One in every thousand citizens of our city had a cellphone stolen this year."</i> ....Ok, so what? Is that a lot or a little? Are you saying I <u><i>don't</i></u> need to worry about, or that I <u><i>do</i></u>?</div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
So I say, listicle on! There's nothing wrong with putting the stats out there. But, dear reader, <i>do </i>be careful in drawing conclusions from what you see, and always be asking "What else could this be? What else could have caused this?"</div>
</div>
</div>
</div>
</div>
Economystifiedhttp://www.blogger.com/profile/13721219444051369880noreply@blogger.com1tag:blogger.com,1999:blog-5737450142880120395.post-17749634265042386012013-12-08T19:16:00.001-08:002014-03-12T11:48:02.359-07:00"Highest" Grossing Films<a href="http://www.mtv.com/news/articles/1686345/avengers-box-office-gross.jhtml" style="clear: right; float: right; margin-bottom: 1em; margin-left: 1em;" target="_blank"><img alt="http://www.mtv.com/news/articles/1686345/avengers-box-office-gross.jhtml" border="0" height="179" 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" width="320" /></a>Hold on to your butts, people...its official!! The Avengers is the third highest grossing movie <b><i><u>EVER</u></i></b>!!<br />
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THAT'S RIGHT!!! <i><u><b>THIRD</b></u></i> HIGHEST OF ALL TIME!??!?!? Think of how many movies have been made, <i>EVER!</i> The competition for that slot must be FIERCE!<br />
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Beating out giants like Gone with the Wind, The Wizard of Oz, that must make the theatrical release of The Avengers a <i>GINORMOUS</i> cultural event, right? The type of stuff we'd be telling out grand-babies about, right? Right!??!?<br />
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Wrong. <br />
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<div style="text-align: center;">
<u><b>The Trend</b><b></b></u></div>
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Have you been noticing that just about every summer, the new hot blockbuster suddenly gets some press about being one of the top grossing films of "all time"? <a href="http://insidemovies.ew.com/2011/06/15/pirates-of-the-caribbean-fourth-highest-grossing-film-overseas/" target="_blank">Pirates of the Caribbean</a>, <a href="http://www.cinemablend.com/new/Final-Harry-Potter-Movie-Is-Now-The-Third-Highest-Grossing-Film-Of-All-Time-26112.html" target="_blank">Harry Potter</a>, <a href="http://www.cinemablend.com/new/Iron-Man-3-Now-Fifth-Highest-Grossing-Movie-All-Time-37866.html" target="_blank">Iron Man</a>...<br />
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You've been hearing it because its true. Every year, films have been <i>shattering</i> world records for ticket sales.<br />
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So what does that mean? Are we becoming a world of film buffs? Are films just getting bigger and better all the time!? What kind of cultural, economic and historic insights can be gleaned from these exploding revenues at the box office?<br />
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Honestly: <u>NONE</u>.<br />
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<div style="text-align: center;">
<u><b>"</b><b>Highest Grossing" is <i>ABSOLUTELY</i> meaningless</b></u><br />
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Whenever I see a headline toting a new film's high ranking in the "prestigious" list of all time top-grossers, I swear a blood vessel in my brain pops. Like, I get UNREASONABLY upset.<br />
<br />
The claim ticks me off because it is an absolutely, MEANINGLESS accolade. Yes, <b><u><i>ENTIRELY</i></u></b> with out meaning!! That MTV headline above might as well read "<i>Ha;hjeioa;hf;nbrewq</i>". For real.<br />
<br />
Movie ticket sales are growing every year<i> because the gross sales of virtually <u>every</u> good that <u><b>exists</b></u></i> <i>is growing.</i> <br />
<br />
There are two forces behind that phenomenon, and neither have to do with the power of cinema.<br />
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No, the real reason The Avengers is the 3rd highest grossing film of all time is because 1) inflation, and 2) growth in film distribution - and human population!<br />
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<br />
<div style="text-align: center;">
<u><b>Inflation</b></u></div>
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Hop over to BoxOfficeMojo.com, and you'll find this list of top 10 highest grossing films of all time:</div>
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<img alt="" 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" /></div>
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(<a href="http://www.boxofficemojo.com/alltime/world/" target="_blank">source</a>) </div>
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Now, its not a coincidence that most of these behemoths came to the silver screen in the last decade. Monetary <a href="http://economystified.blogspot.com/2012/03/inflation.html" target="_blank">inflation</a> has driven the face value price of a movie ticket up and up, creating the illusion of higher "value." The more recent the date, the higher the inflation, therefore the higher the price of a ticket - unfair advantage to the contemporary blockbusters!!</div>
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<a href="https://www.youtube.com/watch?v=-Z5kkfrEc8I&feature=player_detailpage#t=254" target="_blank">Monetary inflation</a>, we're all familiar with it, is that odd phenomenon by which <i>over time</i>, the price of things go up. (<i>"Back in my day, dinner only cost a nickel!" </i>quoth every Grandpa ever.) </div>
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Economists see inflation in the reverse. An economist would tell you that in reality, prices are largely staying steady year to year, but <i>money itself </i>is becoming less and less valuable.</div>
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To illustrate: let's say there is a country out there with only $100 in circulation. Further, we'll say in this hypothetical economy, a loaf of bread costs $1 this year. </div>
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Now, lets imagine that by the next year, $200 are in circulation. Further, let's say the price of bread jumps to $2. </div>
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On the ground, it will look like price of bread has doubled. But in reality, it stayed the same (1% of the total wealth in exchange for one loaf). Its just the power of a dollar halved. The higher the supply dollars, <span style="color: #f1c232;"><abbr title="Assuming the demand for the bread remained constant: it hasn't been discovered to be unhealthy, it hasn't fallen out of fashion, etc.">the lower their value!</abbr></span></div>
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<i>[<u>Side not on the topic of inflation</u> - People seem to think that the only way for more cash to go into circulation in an economy is when the "govt prints more money." </i><br />
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<i>While that certainly contributes to it, its not the whole story. In fact, the idea that the govt alone is responsible for all inflation is kinda bonkers coo-coo bananas crazy pants. </i></div>
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<i>Yes, it causes inflation when the govt "just prints money out of thin air." However you and me print money out of thin air all the time as well. </i></div>
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<i>Any time you buy or sell something on credit, you're printing money out of thin air, and injecting it into the economy. </i></div>
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<i>Or lets say you own a house appraised for $100k, and all of a sudden, the city appraiser revises his report, and says your home is actually worth $150k! The city appraiser just "created" $50k of new funds, which you could make into real folding cash with a home equity loan. </i></div>
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<i>Even when govts stop the printing presses, inflation WILL continue to happen. Get over it Ron Paul.]</i></div>
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Anyway, the point is in 2013, it now requires <i>exponentially</i> more cash to get a movie ticket in 2013 than it did in 1933. But its because the <i>cash itself</i> is has less value, not because the tickets are more valued. Ben Bernanke had more to do with The Avenger's ranking than Joss Whedon (although, don't get me wrong, the movie did kick a ton of ass...).</div>
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Wikipedia offers this much more meaningful "inflation adjusted" list of top 10 highest grossers. I can't attest to its reliability (very weak source sited), but it looks "<a href="http://www.colbertnation.com/the-colbert-report-videos/24039/october-17-2005/the-word---truthiness" target="_blank">truthy</a>". (If you want to verify it yourself see my post on <a href="http://economystified.blogspot.com/2013/09/how-to-adjust-for-inflation.html" target="_blank">how to adjust dollar amounts for inflation</a> and tell us how it checks out).</div>
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" /> </div>
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(<a href="http://en.wikipedia.org/wiki/Highest_Grossing_Movies#Highest-grossing_films_adjusted_for_inflation" target="_blank">source</a>) </div>
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<u><b>Population growth and industry expansion</b></u></div>
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Today, Earth is inhabited by <a href="http://www.wolframalpha.com/input/?i=world+population" target="_blank">7.13 billion</a> humans. In 1990, we were <a href="http://www.wolframalpha.com/input/?i=world+population+1990" target="_blank">5.31 billion</a>, and as recently as 1940, the world only had <a href="http://www.wolframalpha.com/input/?i=world+population+1940" target="_blank">2.26 billion</a> folks living on it.</div>
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I'm having a hard time finding good data on it, but I can confirm that in 2011 there were <a href="http://factfinder2.census.gov/faces/tableservices/jsf/pages/productview.xhtml?pid=BP_2011_00A1&prodType=table" target="_blank">4,575</a> movie theaters in the US, and <a href="http://www.mpaa.org/resources/5bec4ac9-a95e-443b-987b-bff6fb5455a9.pdf" target="_blank">42,390</a> total movie screens. But you know there was a point in time when there were zero, right? Films did not gross well <i>at all </i>back then.</div>
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More people, more theaters, <i>of course </i>this creates an environment conducive to higher gross. In the past, the potential number of tickets a film could see were "restricted" by virtue of the world population being smaller. There were fewer outlets (i.e., fewer theaters), as well as fewer potential consumers (i.e., fewer people).</div>
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Complied with this is the fact that film distribution (particularly of the Hollywood style blockbuster) is now a <i>world-wide </i>undertaking. In the <a href="http://boxofficemojo.com/alltime/world/" target="_blank">BoxOfficeMojo.com list above</a> about 3/4th of Avatar's gross came from abroad (its 2/3rds for The Avengers). </div>
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Movie theaters were largely a first world industry for much of the first half of the 20th century (note that <a href="http://boxofficemojo.com/alltime/world/?pagenum=2&p=.htm" target="_blank">only half</a> of Gone with the Wind's gross came from outside American). <i><u>Additional</u></i> unfair advantage for the contemporaries - they have a much larger potential audience!</div>
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As more people come into the world, and more are able to get to theaters, obviously more and more people have the option of going to see a movie. Is it surprising then that more do?</div>
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<u><b>(A good counter argument to my last point)</b></u></div>
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Over a long enough time scale, all industries disappear (apparently, <a href="http://en.wikipedia.org/wiki/Whaling_in_the_United_States#Expansion" target="_blank">harvesting whale oil</a> was once a THE hot industry), and already it looks like movie theaters have passed their prime. Heck, between 1997 and 2007, <a href="http://thedataweb.rm.census.gov/TheDataWeb_HotReport2/econsnapshot/snapshot.hrml?NAICS=512131" target="_blank">about a thousand</a> theaters closed down in the US alone.</div>
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So in a way, what with the "at home viewing" option always progressing, a movie that box-offices big might actually be today is noteworthy. So maybe I am being unfair.</div>
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Is it harder to get box office sales today than it was back then? A big success in a fading industry takes some oomph - back in the day, movie houses had fewer competitors for people's entertainment dollars, so maybe more and more people were <i>cornered</i> into buying movie tickets.</div>
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Possibly, though it feels to me that were not really that far into the industry's decline yet.<br />
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And when you consider that the modern studio focuses more on few big pictures a year rather than hundreds of little ones (as was common at the height of the studio system era), the effects might be a wash. (I mean to say if there just aren't many options at the theater when you go, it funnels more money into a few big titles, rather than diluting it around).<br />
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But if anyone wants to do some deeper analysis on this, and prove my intuition wrong, I'd be excited to hear about it!!</div>
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<u><b>Conclusion</b></u></div>
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So no joke, I emailed the <a href="http://www.mtv.com/news/articles/1686345/avengers-box-office-gross.jhtml" target="_blank">MTV link</a> to the submissions inbox at <a href="http://www.theuselessweb.com/" target="_blank">UselessWeb.com</a> with the following message: </div>
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<i>"Because inflation, and there are more movie theaters and more humans on
the planet, for every year from here on out, the top grossing film of
the year WILL BE the highest grossing film of all time. This article
might as well just read </i>"fjdioahfiodahg[hjcv'<wbr></wbr>ajtjerwoiqjd'ls"<i>." </i>I'm not really kidding.<br />
<br />
In fact, "third highest" is just about par, if not kind of a disappointment. We would <u><i>expect</i></u> films to be high grossers, just as we'd expect prices and sales volume of all goods to go up every year due to inflation and market growth.</div>
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<u><br /></u></div>
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The lesson is: be careful about any economic comparisons across time. Even in the same nation, same region, same industry, a market and its realities change greatly over the years. Any inter-temporal comparisons have to be taken with a grain of salt. </div>
Economystifiedhttp://www.blogger.com/profile/13721219444051369880noreply@blogger.com4tag:blogger.com,1999:blog-5737450142880120395.post-7597579642171527212013-11-25T03:34:00.000-08:002013-11-25T03:40:12.878-08:00Video - How The Economic Machine Works (by Ray Dalio)Here's another video I came across recently that I'd like to pass on to you.<br />
<br />
In this 30 minute animation, <a href="http://en.wikipedia.org/wiki/Ray_Dalio">Ray Dalio</a> (professional investor and Harvard MBA) gives his angle on the mechanics of business and economic cycles.<br />
<br />
It's a pretty concise and easy to follow video, and it's actually extremely informative. It focuses especially on the banking and credit component of economic activity, which makes it perfect for econ students looking to flesh out their knowledge of finance, as well.<br />
<br />
Check it out, and share your reactions in the comments section below. Enjoy!<br />
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<h3 class="r" style="text-align: center;">
How The Economic Machine Works by Ray Dalio</h3>
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<iframe allowfullscreen="" frameborder="0" height="315" src="//www.youtube.com/embed/PHe0bXAIuk0" width="420"></iframe></div>
Economystifiedhttp://www.blogger.com/profile/13721219444051369880noreply@blogger.com0tag:blogger.com,1999:blog-5737450142880120395.post-57501151904117645022013-11-11T17:50:00.006-08:002013-11-11T18:06:29.665-08:00Great new webseries - "Healthcare Triage"During the war years, the govt put wage caps on certain trades. Unable to compete for employees by offering more pay, employers started offering benefits and perks instead. This is where the American convention of employee sponsored health insurance comes from.<br />
<br />
Did you know that? I didn't. I learned it in the most recent episode of the new educational webseries "<a href="http://www.youtube.com/user/thehealthcaretriage/videos">Healthcare Triage</a>."<br />
<br />
The ever growing <a href="http://en.wikipedia.org/wiki/Vlogbrothers">Vlogbrothers</a> franchise has just recently launched "Healthcare Triage," hosted by Dr. Aaron Caroll. Its a weekly webseries on all things Obamacare.<br />
<br />
This is exactly the kind of resource I like posting on this blog.<br />
<br />
Cuz if your reading this here blogpost, learning about US economics and civic online, chances are you are a) an American, and b) a millennial.<br />
<br />
If that's the case, its QUITE likely you will be buying health insurance this year. You <i>need</i> to know this stuff in order to make an informed decision when you do.<br />
<br />
Don't watch these the way you watch Netflix; don't just hit play and zone out. These babies require <i>active viewing.</i> The value of informative Youtube videos like these maximized when the viewer pauses it to go Google a word, watches the complicated bits over and over and over again until it really sinks in...when you really focus and dig into the material.<br />
<br />
There's only three videos up so far, but keep the page bookmarked. I'm sure there will be some more worthwhile stuff coming.<br />
<br />
If you are uninsured you HAVE TO buy insurance this year. Might as well get your money's worth. Besides you are much easier for the insurance companies to rook if you don't know what to look for! Understand this stuff!!<br />
<br />
<h3 style="text-align: center;">
<u>Obamacare and October 1st</u></h3>
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<iframe allowfullscreen="" frameborder="0" height="315" src="//www.youtube.com/embed/wBr3fniyb4w" width="420"></iframe></h2>
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<h3 style="text-align: center;">
<u>
What is Health Insurance, and Why Do You Need It? </u></h3>
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<iframe allowfullscreen="" frameborder="0" height="315" src="//www.youtube.com/embed/dF3Dcol5XLg" width="560"></iframe>
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<u>
Sugar Doesn't Make Kids Hyper </u></h3>
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<iframe allowfullscreen="" frameborder="0" height="315" src="//www.youtube.com/embed/mkr9YsmrPAI" width="560"></iframe></div>
Economystifiedhttp://www.blogger.com/profile/13721219444051369880noreply@blogger.com0tag:blogger.com,1999:blog-5737450142880120395.post-39169628901456247452013-10-28T17:39:00.003-07:002013-10-28T17:42:38.309-07:00Shopping for insurance online - a quick guide<div style="text-align: center;">
<i>My last couple posts have all been about the new healthcare laws. Its not entirely intentional, it just seems like <u><b>that's</b></u> the thing to be talking about right now.</i></div>
<div style="text-align: center;">
<i><br /></i></div>
<div style="text-align: center;">
<i>Do
you have any Obamacare questions? How it works, what it requires you
to do, etc? If so, I'd love to hear them! You can send questions to
economystified@gmail.com, or post it to my <a href="https://www.facebook.com/pages/Economystified-Blog/119902788086398" target="_blank">facebook page</a>, and I'll
answer your question in a blog post.</i><br />
<br />
<br />
<u><b>The online marketplaces</b></u><br />
<br />
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In my <a href="http://economystified.blogspot.com/2013/10/obamacare-rollout.html" target="_blank">last post</a><i>, </i>I described the new online health insurance <span style="color: #f1c232;"><abbr title="Sometimes referred to as 'healthcare exchanges'.">marketplaces</abbr></span>, the websites where American's can go insurance shopping online. There are 27 of these sites: <a href="http://www.pewresearch.org/fact-tank/2013/09/19/most-uninsured-americans-live-in-states-that-wont-run-their-own-obamacare-exchanges/" target="_blank">26 states</a> have their own state specific marketplace, everyone else shops at healthcare.gov, a federally run site.<br />
<br />
Now remember, starting this year, you <i>must</i> have health insurance - it is the law.<br />
<br />
If you get insurance through work or school, or if you're still on your <a href="http://www.nbcnews.com/health/young-adult-insurance-quandary-stay-parents-or-go-it-alone-8C11300070" target="_blank">parents' insurance</a>: great! You're all set, you don't have to do anything. <br />
<br />
If you get Medicaid or Medicare, also groovy - you're all set, and <i>you</i> don't have to do anything.<br />
<br />
But what if your just flat out uninsured? Then your stuck buying insurance privately. In the past, buying insurance solo was incredibly expensive, and hugely complex. Thanks to Obamacare, its now just expensive and kinda complicated...oh, <i>progress!</i><br />
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<b><u>Who can buy from the online marketplaces?</u></b></div>
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The short answer is "everybody." </div>
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If your a resident of a state with a state-specific website, you have to buy from your state's marketplace. You can find out if your state has its own exchange (and get a link to it if it does) <a href="https://www.healthcare.gov/what-is-the-marketplace-in-my-state/#state=new-york" target="_blank">here</a>.</div>
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Even if you can get insurance from work, or school, or your parents, you can always drop it and get your own plan, if you come across something that looks like a better deal.</div>
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<u><b>What's the advantage of "marketplace shopping"?</b></u></div>
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First off, you have more options. For example, I get insurance through my employer. We have only three plans you can pick from. Any insurer can sell plans through the online marketplaces. </div>
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Second, you get lots of information. Through the marketplace, shoppers can compare a variety of plans and prices, giving them a better idea of what is a good deal, and what isn't. With every possible insurance plan in the state listed in one spot, it makes it harder for insurers to cover up their plan's weak spots, and can foster some more intense competition.</div>
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<br /></div>
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But the big advantage is <i><u>the subsidies</u>.</i> Anytime a person is purchasing insurance through the marketplace, they can apply for some money from the federal govt to help pay for it.</div>
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<u><b>How the subsidies work</b></u> </div>
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The subsidies won't take the form of direct cash, but as tax breaks. That is, if you have to buy insurance this year, the fed will either take less from your paycheck in taxes, or give you a bigger tax return. So say you have to buy $2000 worth of insurance, you'll pay $1000 less in taxes, stuff along those lines.<br />
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That's why I figure the "sticker" price of insurances on the marketplaces is going to look a bit high. Insurance companies know most plans they sell will get a little kick of money from Uncle Sam, and I'm sure they'll be building that into their pricing.<i><b></b></i><br />
<i><b><br /></b></i></div>
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</div>
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<i><b>However, not everyone will get these subsidies</b>! </i>The architects of Obamacare didn't want everyone in the country to drop out of their employer's healthcare plans, and flock to the web where they can buy insurance on the govt's tab. They've set up some hurdles to keep those who can buy insurance without the government getting involved from doing so.<br />
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For example if your employer offers health insurance that is "affordable," you would not be eligible for an insurance voucher from the gov't.<br />
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And what constitutes <i>"affordable,"</i> you ask? Why it just so happens to be any plan that costs "<a href="https://www.healthcare.gov/what-if-i-have-job-based-health-insurance/" target="_blank">9.5% or less</a> of the employees after tax income."<br />
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Where we got 9.5%, I don't know, but that's the guide line. But if can be buying insurance from work, and it would only be costing you 9.5% of your total take home pay, no govt subsidized health insurance for you.<br />
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</div>
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This hurdle alone will bill hard for most people to clear. Every time a person drops their employers insurance, and goes and buys insurance privately from the marketplace, the employer gets a $3,000 fine. In essence, <i>they </i>get penalized if their employees are unhappy with the company health plan. Meaning your boss has <i>financial</i> incentives to offer insurance that is inexpensive and good value.</div>
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<u><b>And what about price?</b></u><br />
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</div>
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When you boil it all down, the true goal of the online marketplaces is to make insurance for the unemployed cost the same as what it does for the employed.</div>
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I have an insurance plan called "<a href="http://www.cigna.com/assets/docs/information-for-small-group-brokers/HSA_Qualified_CDHP_Opt2.pdf" target="_blank">Cigna Choice Fund OA Plus</a>." I pay $25 dollars a week for it, my employer picks up the rest. </div>
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If an unemployed, 29 year old, male, with no children or spouse can go online and buy himself some Cigna Choice Fund OA Plus at a cost of exactly $25 a week, then the online marketplaces have done what they set out to do.<br />
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</div>
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</div>
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Start asking around now, what people are paying for their insurance. Information is vital to good decision making! Ask your parents, your friends, your facebook friends. And remember, the insurance market is going through some major transformations right now.<br />
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</div>
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Old plans will be discontinued, new ones will be created, prices will fluctuate for a few years before finding their new equilibrium.</div>
</div>
Economystifiedhttp://www.blogger.com/profile/13721219444051369880noreply@blogger.com0tag:blogger.com,1999:blog-5737450142880120395.post-75277246581295670382013-10-13T17:19:00.001-07:002013-10-14T17:19:29.063-07:00Healthcare exchanges (onlne marketplaces)For those of you who live under a rock, one of Obamacare's major provisions - <i>the individual mandate</i> - just kicked in October 1st.<br />
<br />
Ok, so what is the individual mandate? Simple. Each and every one of us, all Americans are now responsible for getting ourselves health insurance. All <i>individuals</i> have been <i>mandated</i> to do so.<br />
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<br />
<div style="text-align: center;">
<u><b>Where to go for insurance</b></u> </div>
<br />
How are you getting insurance? That part is up to you. But here's your major options:<br />
<ol>
<li>If you're over 65, enroll in <u><b>Medicare</b></u>, the govt run health insurance for the elderly. There's <a href="http://kff.org/medicare/state-indicator/total-medicare-beneficiaries/" target="_blank">49 million</a> seniors getting their healthcare this way already, at little or no cost to the individual.<br /><br /> Medicare is nothing new, it has existed in one form or another since 1965. (Side note: some people under 65 with severe disabilities also may be eligible for Medicare insurance).<br /><br /> </li>
<li>If you haven't quite yet hit your Golden Girls years, your next best hope is "<u><b>employer sponsored health insurance</b></u>." There's <a href="http://kff.org/report-section/2013-summary-of-findings/" target="_blank">149 million</a> American's who already get their healthcare this way. <br /><br /><i>SPONSORED</i> is the key word here. Its pretty rare for an employer to pick up the entire tab for their employees' insurance. For example, I'm a 29 year old male in good health, unmarried, no kids. The company I work for pays about half of the cost of my health insurance, but I still pay about <span style="color: #f1c232;"><abbr title="I pay $90 a month to insure my car. The ability to go to the doctor is AT LEAST twice as valuable to me as the ability to drive, so I feel like I'm getting a good deal.">$200 a month</abbr></span>.</li>
<br />
<li>If you aren't a senior citizen and you're not working, you could try to apply for <u><b>Medicaid</b></u>. Medicaid (also started in 1965) is a govt run health insurance for those living in poverty that, like Medicare, has no cost to the individual.<br /> <br />The only requirement to get Medicare is being 65. Medicaid is not so easy to get. There's an application process, and interview, a caseworker assigned to you - not everyone who applies is accepted.<br /><br />Medicaid also differs from Medicare in that Medicare is paid for by the federal govt, and Medicaid is half funded by the states, and half by the fed. In exchange for the cash, the fed grants the states some say over how Medicaid will operate in their state, and who can enroll.<br /><br /> There's <i>another</i> Obamacare provision kicking in soon that would require the states to loosen their restrictions on which of their citizens can enroll in Medicaid. Of course, that means more people will enroll, <span style="color: #f1c232;"><abbr title="This is going to be the next big hooplah in the Obamacare saga, I promise you. No Republican governors are going to agree to an expansion of Medicaid within their states'. I'm convinces this will be the trigger for the next showdown...">meaning new expenses for the states</abbr></span>.</li>
<br />
<li>You're under 65 and your state turned down your Medicaid application. You're employer either offers no insurance, or offers crappy insurance, or expensive or insurance, or insurance you just don't like. Where can you turn?<br /><br />Before October 1st, 2013, the answer would have been 'nowhere' - you were one of the <a href="http://money.cnn.com/2013/09/17/news/economy/health-insurance-census/index.html" target="_blank">48 million</a> Americans with no health insurance. But starting Oct 1st, <i>yet another</i> provision of Obamacare rolled out, the <u><b>"exchanges" or "online marketplaces."</b></u> These are websites open to any one, where you can shop for, compare, and buy insurance. <br /><br />Plans purchased from this site are supposed to cost about the same as employer sponsored insurance. My employer and I both kick in $200 a month for my insurance, remember? The hope would be that the uninsured version of me (29 year old, unmarried, male New Yorker with no kids) could get insurance for $200 a month off of the online site.</li>
</ol>
<div style="text-align: center;">
<br /></div>
<div style="text-align: center;">
<u><b>So what am <i>I</i> required to do?</b></u></div>
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<u><b><br /></b></u></div>
<div style="text-align: left;">
You are responsible for ensuring that <u><i>you</i></u> are insured. There's a soft deadline of Jan 1st, but in reality you have until the <a href="http://www.csmonitor.com/USA/DC-Decoder/2013/1010/Obamacare-101-Why-the-real-deadline-is-Feb.-15-video" target="_blank">end of March</a>. If you aren't insured by then, you'll have to pay a fine. This year, the fines are $95, or 1% of your taxable yearly income, but increase yearly from here on out.</div>
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<br /></div>
<div style="text-align: left;">
So you probably want to get yourself sorted out now. The earlier the better, you know? Visit <a href="https://www.healthcare.gov/marketplace/individual/#state=alabama" target="_blank">Healthcare.gov,</a> scroll down, select you're home state and see what insurance would cost you.<br />
<br />
Remember, <b><i><u>the online marketplaces are open to everyone</u></i></b>. Even if you already have insurance, <u><i>there's no reason not to check it out</i></u>, and see if you can find a plan that's cheaper, or better fits your needs</div>
Economystifiedhttp://www.blogger.com/profile/13721219444051369880noreply@blogger.com0tag:blogger.com,1999:blog-5737450142880120395.post-87677746296268824912013-10-13T17:18:00.001-07:002013-10-13T17:18:58.371-07:00Why Are American Health Care Costs So High? (video by John Green)You ever watch any of the <a href="http://en.wikipedia.org/wiki/Vlogbrothers">VlogBrothers'</a> videos? Brothers Hank and John Green have been making hundreds of educational videos online over the years under the VlogBrothers moniker, covering a range of topics. Science, history, literature - and guess what - even economics!<br />
<br />
Anyway, I came across this video recently, and thought it was particularly excellent, so I thought I'd share it with all of you. <br />
<br />
When I was a student, I took an elective called "Health Economics." In that 13 week class, the professor really didn't cover much more than John Green covers in this 8 minute vid.<br />
<br />
He goes pretty quick, but remember, <i>this is a video.</i> You can rewind it and listen to the same bit over and over. You can pause and let a point sink in, or do some side Googling to clear up a point. Try to watch the whole thing and really digest it.<br />
<br />
Of course, the issue is much more complicated that one 8 minute video, or one 13 week class. There's people out there who spend their whole life studying this stuff. But this is a great way to organize your thoughts.<br />
<br />
Anyhoo - enjoy!<br />
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<br /></div>
<div style="text-align: center;">
<iframe allowfullscreen="" frameborder="0" height="315" src="//www.youtube.com/embed/qSjGouBmo0M" width="420"></iframe>
</div>
<br />Economystifiedhttp://www.blogger.com/profile/13721219444051369880noreply@blogger.com0tag:blogger.com,1999:blog-5737450142880120395.post-59934717235147424212013-09-13T20:43:00.000-07:002013-09-23T04:03:08.481-07:00How to adjust an amount for inflation<br />
<a href="http://www.bls.gov/data/inflation_calculator.htm" right="" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em;"><img align="right" border="0" height="282" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi7saGvDeedVD_c9JZw3OSMlhtoy84nkPac1osb5Zf7bx1c0LtaAyEVIuBgS-Qbn3OboBvj0Ox0SCmBqzHDq-seGgiWj4w0AFVmeqzI7llJ8Ng2QorC8EVMQatrT-lBk7a2bO487SYhRQ7N/s400/Untitled.jpg" width="400" /></a><br />
"Back in my day, when I worked at McDonalds, I only made $2 an hour!"<br />
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"My first home only cost $30,000, and it was brand new."<br />
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"30 years ago, your mothers engagement ring cost me 1000 bucks."<br />
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Anecdotes about prices, wages and expenses across time periods are pretty common in day to day conversations about economics.<br />
<br />
Whats more, these intertemporal comparisons are necessary for academic studies. Without looking at prices before and after a certain policy change, we can't take a guess at what the effects of these changes are. Without examining wage rates of previous years, we can't know if this year is a good or bad year for a typical worker.<br />
<br />
But there's that little hitch - <u><i>inflation</i></u>. When they come up in conversation, comments like the ones above are always followed with a disconcerted glance into the air, a furrowed brow, and a "but today that would be...I don't know...twice as much?...a third more?"<br />
<br />
Its actually incredibly easy to adjust a number for inflation. I'll show you how in today's post (using the <a href="http://www.bls.gov/data/inflation_calculator.htm">BLS's Inflation Calculator</a>, pictured above), and explain a few caveats for using an inflation adjusted number.<br />
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<u><b>CPI</b></u></div>
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To adjust a dollar amount for inflation, you have to first calculate a <a href="http://www.youtube.com/watch?v=pRIELoITIHI">CPI</a>, a Consumer Price Index. </div>
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From there, its just a matter of multiplying the dollar amount you want to "inflate" by the CPI. So think of CPI as a "multiplier" or "inflator," a number that gets the old amount into today's dollars. </div>
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Official CPI figures are kept by the <a href="http://bls.gov/">US Bureau of Labor Statistics</a>. Why labor stats? They started keeping inflation data specifically to track changes in wage rates over the years.</div>
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<u><b>The BLS Inflation Calculator</b></u> </div>
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Now, you don't need to worry about putting together that CPI number yourself! The BLS has made this excellent, handy-dandy "<a href="http://www.bls.gov/data/inflation_calculator.htm">inflation calculator</a>" available on their website. </div>
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<a href="http://www.bls.gov/data/inflation_calculator.htm" style="clear: right; float: right; margin-bottom: 1em; margin-left: 1em;"><img border="0" height="226" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi7saGvDeedVD_c9JZw3OSMlhtoy84nkPac1osb5Zf7bx1c0LtaAyEVIuBgS-Qbn3OboBvj0Ox0SCmBqzHDq-seGgiWj4w0AFVmeqzI7llJ8Ng2QorC8EVMQatrT-lBk7a2bO487SYhRQ7N/s320/Untitled.jpg" width="320" /></a>To use the calculator:</div>
<ol>
<li>Visit the applet's page - <a href="http://www.bls.gov/data/inflation_calculator.htm">link here</a></li>
<li>Fill in the blanks in the sentence (ex. $<b>100</b> in <b>1950</b>, has the same buying power as <i>$904.80 </i>in <b>2010</b>.)</li>
</ol>
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That easy!</div>
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<div style="text-align: left;">
Want to know what tuition <i>REALLY </i>cost your parents? What your grandfather<i> </i>shelled out for his first car would've felt like today?</div>
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So ask a older relative or friend about prices in the past, fix them for inflation, and see what you find! As always, share any noteworthies in the comments below.</div>
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<u><b>Interpreting an "Inflation Adjusted" Figure</b></u> </div>
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There's a few things you need to understand about that CPI multiplier in order to really understand what you're looking at when you look at an inflation adjusted figure. </div>
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The BLS constantly records the average price, nation wide of a set of about 8,000 goods, services and utilities - basically "all the stuff people buy." Stuff like food, housing, clothes, transportation, medical care, recreation, education, communications, and personal services (like haircuts or gym memberships). For a fuller list, see page 50 of <a href="http://www.bls.gov/opub/hom/pdf/homch17.pdf">this document</a>.</div>
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This set of stuff is called the "basket," and its cost is tracked month to month throughout <a href="http://www.bls.gov/cpi/cpifact8.htm">38</a> metropolitan areas. If the cost of the basket goes up, say, 1% between 1985 and 1986, then there has been 1% <a href="http://economystified.blogspot.com/2012/03/inflation.html">inflation</a> in those 12 months.</div>
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So what CPI is really adjusting for is <i>the power of a dollar itself.</i> It answers the question <i>how far does a dollar go in this year compared to how far dollars</i> <i>go in that year.</i></div>
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But is a it an art or a science? The calculations are obviously just <a href="http://www.sparknotes.com/economics/macro/measuring1/section2.rhtml">straightforward math</a>. That's the science. </div>
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But the methodology going into it, and the decisions made about what goes into the basket, and what weight to assign those items...someone at the BLS has to make those choices. There's an element of discretion involved. And therein lies the art.</div>
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There's actually quite a few CPI's published by the BLS. Different ones for different purposes. There's the:</div>
<ul>
<li><a href="http://en.wikipedia.org/wiki/United_States_Consumer_Price_Index#CPI_for_Urban_Wage_Earners_and_Clerical_Workers_.28CPI-W.29">CPI for Urban Wage Earners and Clerical Workers</a> </li>
<li><a href="http://en.wikipedia.org/wiki/United_States_Consumer_Price_Index#CPI_for_All_Urban_Consumers_.28CPI-U.29">CPI for All Urban Consumers</a> </li>
<li><a href="http://en.wikipedia.org/wiki/United_States_Consumer_Price_Index">Core CPI</a> (this is what the calculator uses) </li>
<li><a href="http://en.wikipedia.org/wiki/United_States_Consumer_Price_Index#Chained_CPI_for_All_Urban_Consumers_.28C-CPI-U.29">Chained CPI for All Urban Consumers</a> </li>
<li><a href="http://en.wikipedia.org/wiki/United_States_Consumer_Price_Index#CPI_for_the_Elderly_.28CPI-E.29">CPI for the Elderly</a></li>
</ul>
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The methodologies and baskets vary somewhat between the CPI's, but their general gist and use are the same.</div>
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So again, call your dad, and ask what beer cost in the 70s. Find out what grandma used to pay for butter. Share with us what you find. You'll be surprised by what you find - and the line of conversation it'll start you two on!</div>
Economystifiedhttp://www.blogger.com/profile/13721219444051369880noreply@blogger.com0tag:blogger.com,1999:blog-5737450142880120395.post-41806837810299868072013-08-23T20:03:00.002-07:002013-08-24T12:11:34.973-07:00Obamacare's "Individual Mandate": Part 2 - What's the economic rationale?<div style="text-align: center;">
<i><u><b>Obamacare's 'Individual Mandate'</b></u></i> </div>
<div style="text-align: center;">
<i><u><b>(Part 2 - "What's the economic rationale?")</b></u></i></div>
<div style="text-align: center;">
<br /></div>
<div style="text-align: center;">
<i>In my last post, I explained <u>WHAT</u> that "Individual Mandate" thing you've been hearing so much about actually is. Read <a href="http://economystified.blogspot.com/2013/08/obamacares-individual-mandate-part-1.html" target="_blank">that post</a>, and you'll have a pretty good idea of what the law requires you - yes, YOU - to be doing right now. </i><br />
<br />
<i> Now that you understand what the law actually <u>is</u>, today's post explains <u>WHY</u> it was put in place.</i><br />
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<div style="text-align: center;">
<i><i>And so, Economystified proudly presents, PART TWOO! The economic argument behind the Individual Mandate. </i></i></div>
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<u><b>Introduction</b></u> </div>
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The problem with the US's current healthcare system is that there is no system. Healthcare is acquired through innumerable channels, with no structure, plan or organization. Its a free for all.<br />
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Now, don't get me wrong economists love a good free market. But in 'free markets' only develop in the right circumstances. In the presence of <a href="http://economystified.blogspot.com/2012/11/asymmetric-information.html" target="_blank">asymmetric information</a>, <a href="http://www.investopedia.com/terms/t/transactioncosts.asp#" target="_blank">transaction costs</a>, <a href="http://en.wikipedia.org/wiki/Moral_hazard" target="_blank">misaligned incentives</a>, <a href="http://en.wikipedia.org/wiki/Natural_monopoly" target="_blank">issues</a> surrounding economies of scale, the free market prescription - 'just sit back and let things play out' - produces wasteful, <span style="color: #f1c232;"><abbr title="Or you could even say, when those things exist, no real, true 'free market' ends up developing at all.">economically inefficient outcomes</abbr></span>.</div>
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And when it comes to healthcare markets, you have all of those hindrances, plus umpteen more.</div>
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I don't think there's any American that's satisfied with the old system. Medical bills are the <a href="http://www.cnbc.com/id/100840148" target="_blank">leading cause</a> of personal bankruptcy in the US. <a href="http://news.avancehealth.com/2010/02/growth-in-health-care-expenditure.html" target="_blank"> 17%</a> of all wealth produced in America is consumed by healthcare expenses, <span style="color: #f1c232;"><abbr title="All that spending, and its not like America is by far the worlds healthiest populous either. We're spending oodles, and getting average results. We're just not getting a hell of a lot of bang for our buck.">more than any other developed nation</abbr></span> (The Netherlands comes 2nd at 12%).</div>
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There's been plenty of fighting about how to address the problems of cost, but as of right now, the Obamacare is the plan we're going with.</div>
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Will Obamacare last 100 years? 50? 10? Its much to soon to even be guessing. But what we can do today - and should do! - is understand the rationale behind the new healthcare laws, particularly the 'Individual Mandate,' which affects every single one of us. </div>
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This is the reality you live in...why not understand it?</div>
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<u><b>How health insurance works</b></u><br />
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<br /></div>
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Keep in mind, Obamacare is a set of new regulations and reforms regarding, <i>health <u>insurance</u></i>, not healthcare, or medical provisions, or hospitals, etc. </div>
</div>
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You can't understand how forcing everyone to buy insurance is being offered as the solution to what ails us, you <i>MUST</i> understand how health insurance works.<br />
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If you 'have health insurance,' you pay a monthly fee called a premium to your insurer. Think of it as a subscription to their service. And what does this subscription get you?<br />
<br />
Whenever you require some medical service, the provider bills <i>your insurer</i> for the expenses, as opposed to you. The insurer may or <span style="color: #f1c232;"><abbr title="In fact, insurers RARELY pay the whole amount they are billed for. They usually stiff the doctor, or got overbilled by the doc, depends on who's side your one.">may not</abbr></span> pay the entire bill, but if they short the hospital, its on their head, not yours.<br />
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Some subscribers will pay $2,000 a year in premiums and consume $10,000 in healthcare. Some will put up $4,000 and consume only $500.<br />
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But as long as the insurer collects more money in premiums then it pays out to health care providers, it makes a profit. The subscriber benefits by getting healthcare, yes, but also from getting peace of mind in knowing they'll be ok if something terrible happens to their body.<br />
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Most Americans get their insurance through their employers. Employers, who can enroll their workforce en masse in a particular plan, can negotiate a lower price with insurers. In other words, they can <span style="color: #f1c232;"><abbr title="Employers traditionally buy insurance on behalf of employees as a way inflating the pay they're offering. My employer can buy for $1000 a policy that would cost me $2000 if I bought it on my own. So my salary 'feels like' its $1000/year more than it actually is. When employer provided insurance first came about in the 50s and 60s, it was usually offered as just a little perk of that job. Its only in the last 40 or so years that workers have come to expect their employer to offer insurance as part of their standard remuneration.">buy in bulk</abbr></span>.<br />
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A lone individual doesn't have the negotiating power to talk an insurer down from their price, they just aren't offering enough business to the insurer for the insurer to be able to cut their price and still make money off the guy.<br />
<br />
There's tons of problems with this arrangement. I'm not going to go into the little <span style="color: #f1c232;"><abbr title="Like the doctor's financial incentive to do as much medicine on you as he can, whether or not you need it, just so he can bill bill bill, OR the insurers incentive to short pay the doctor and jack up the prices on premiums, and so on.">peripheral problems</abbr></span> it leads to, because the headaches they cause are dwarfed by one major issue, the issue that the Individual Mandate is indented to correct.<br />
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Its one of the best named economic concepts out there. Honest to god, the Individual Mandate is designed to address:<br />
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<u><b>"The Free-Rider Problem"</b></u></div>
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There's tons of people out there who say "Hey, I'm healthy. Insurance costs so much, its unlikely I'll really use it, so in the end, its a waste of money. I'm not going to insure myself." So they 'exit the market,' they choose to be uninsured until their health worsens, or until some big medical cost appears on their horizon (a surgery, or a pregnancy, for example).</div>
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The wacky thing is, this is a perfectly rational chain of thought, economically. The individual feels the costs outweight the benefits, and makes the decision that's best for him.</div>
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The problem is, when people exit the health insurance market, in a nation where healthcare is mostly funded by the private, 'free market,' the effects are public. </div>
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The individual is considering only the cost and benefits <i>to them</i> of being insured, not the cost and benefits of <i>everyone</i> having insurance.</div>
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<u><b>How are these people "free-riding"?</b></u></div>
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In a couple of ways. "Free-riders" are people who are getting more value out of the system they aren't paying for (conversely "people who others have to pay for").</div>
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It gets to be a question of fairness. <i>TO BE FAIR</i>, we want everyone to put in to the healthcare system as much as they get out - for everyone (who can) to pay their share. </div>
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The kicker is though, that they don't necessarily need to be paying their fair share year in year out. You can overpay now, as long as you underpay later, and still be paying your part <i>in the long run</i>.</div>
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Imagine a young fella, about 25. He's likely in good health. He's also likely to not have much of an income. So he opts out of insurance, and doesn't pay anything into the healthcare system.</div>
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<i>BUT EVEN SO</i>, he reaps benefits from the healthcare system around him: </div>
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With everyone around him consuming healthcare, he gets to live in a (relatively) disease-free environment, and will be exposed to fewer things that could negatively affect his health.</div>
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When his partner gets pregnant, they might buy insurance just for the year they <i>know</i> they'll need it. If they pay $2,000 for a year's of insurance, and get a <a href="http://theweek.com/article/index/247259/kate-middleton-probably-spent-less-on-childbirth-than-the-average-american-women" target="_blank">$15,000 procedure</a>, the $13,000 will be paid by everyone else.</div>
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When he turns 50, and has tricky knees and a gall bladder that has to be removed, there will be trained surgeons, developed medicine, an established hospital, tested procedures, and refined protocols - an entire medical infrastructure - all for which he's never contributed a dime. </div>
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When he gets older, buys insurance, and starts paying into the system, he finally starts contributing financially. But its too late for him to pay in as much as he could toward the benefits he receives. </div>
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To be fair, he should have been underpaying in his youth (consider it an investment), and underpaying in his older age (as future youths, in their "investing years," support the elderly).</div>
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<u><b>"The Market for Lemons"</b></u></div>
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I won't go into how this concept got its peculiar name (you can watch <a href="https://www.youtube.com/watch?v=WE7kKZkUktA" target="_blank">this video</a> if you're curious),but when talking about healthcare, its the less talked about cousin of the free-rider problem, and another argument for the Individual Mandate.<br />
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Health insurance really wasn't much of a thing <a href="http://www.du.edu/economicfuture/documents/HistoryOfHealthInsurance_CCEF.pdf" target="_blank"> before World War II</a>. Healthcare was expensive, people paid in cash, and relied on charity for the higher end stuff.<br />
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In addition, before WWII, healthcare just wasn't as expensive. There wasn't much out there in terms of viable surgeries, there was no MRI, CAT Scans, vaccines, or medications. There just wasn't as much healthcare to spend money on! </div>
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In the early days of big insurance (lets say the 70s or 80s or so), many health <u><i>and</i></u> unhealthy people enrolled in the plans. Premiums were priced uniformly, and benefits pretty standard.</div>
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But in the long run, there's an <i>incentive for healthy folks to exit the health insurance market</i>. And goodness, we don't want that. The healthy people - the ones who pay more in premiums then they receive in benefits - they're are the only source of insurers profits! Do you see what the incentive would be?</div>
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In year 1, everyone signs up for insurance. It sounds like a great deal! I just pay a little bit every month, and I get unlimited healthcare in return!</div>
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But in year 2, a few people realize they paid more in premiums then they got in care, so they drop out. With out their money, the insurer loses income. </div>
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So the insurer feels like the cost of running their business are increasing. They respond by raising the price of the premiums.</div>
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And so in year 3, with the premiums going up, more subscribers will feel like the cost of insurance outweights the benefits. More of them will cancel their subscriptions, and the only insurers who stay in business will be the ones that raise their prices again.</div>
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Over the years, anyone in good shape figures, "the hell with it, I'll chance it," and quits insurance. The insurer is forced to jack up their premiums. The only subscribers left on the rolls are those whose health is so bad, the high premiums look cheap compared to self-paying.</div>
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In its natural state, health insurance kind of drives away the only customers who make it a profitable venture.</div>
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When left to its own devices, when left to the 'free market,' health insurance eats itself. The industry kind of has a natural gravitation towards implosion.</div>
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<i>THEORTICALLY,</i> forcing everyone to buy insurance will but downward pressure on the price of insurance. When <i>everyone</i> is paying for insurance, the wealth in sort of redistributed - this year's healthy pay too much, the unhealthy pay to little, but in the end, it all balances out to a point where the insurer can still break even.<br />
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<u><b>The bottom line</b></u></div>
<div style="text-align: center;">
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<div style="text-align: left;">
The big idea here is that if more people are buying insurance, it becomes cheaper for everyone, as the cost is distributed out across all subscribers. By making everyone buy insurance, it at least creates the necessary environment for insurance to be as cheap as possible. </div>
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If everyone is buying insurance, the price of premiums can reach their maximal low point. If it works is still to be seen. But hopefully, at this point, you at least see the logic behind the concept, and why the Individual Mandate is a colorable argument for controlling insurance costs.</div>
</div>
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<u><b>For more economics</b></u></div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
I realize these are some pretty birds-eye viewy explanations...if my explanation wasn't satisfying to you, and you want something a bit more technical, I really like this <a href="https://www.youtube.com/watch?v=55jIRXzir6I" target="_blank">video</a>.<br />
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<div style="text-align: center;">
<u><b>Conclusion</b></u></div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
Of course, the Individual Mandate is only one part of the "Obamacare" laws. I just chose to focus on it because it seems to be the most complicated major provision.</div>
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<div style="text-align: left;">
<i>EVERYONE</i> seems to have an opinion on Obamacare. I'm withholding judgment for the next 30 or 50 years. There's just to many imponderables to know whether or not this new system is going to work.</div>
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I will say this though - trying something is better then sitting around on your ass and hoping the problem will go away. Healthcare is not going to get cheaper, more available or better under the status quo.<br />
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If the private sector had innovate, drastic solutions to the problem, I'd be pleased. If the govt comes up with sound solutions, I'd be pleased to. <a href="https://www.youtube.com/watch?v=Moc7gwMJabM" target="_blank">For whoever</a> does tackles the problem, it ain't gonna be easy!<br />
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<div style="text-align: left;">
I don't know or understand everything about Obamacare, either. Its complex. There's entire cottage industry springing up revolving around just doing research and making predictions about how this will all play out (just Google "health policy research".)</div>
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I get why though. Cuturally, American's just don't view healthcare as a public good or a right. Most other cultures I've come into contact with do. </div>
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If Americans were to hear a nation where there are no public defender attorneys, we'd all be up in arms. If an American was told there was a country with no public education, where the only people who could go to school were those who could privately pay for it, they would be appalled.</div>
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But we just don't feel the same way about healthcare. I have no idea why. But because we don't seem to feel the same urgency about healthcare provision, I kind of get why forcing everyone to contribute would be met with resistance.</div>
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<div style="text-align: center;">
<u><b>Interesting side nugget: </b></u></div>
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<u><b>A note on pulling an "international comparison" out of your butt</b></u></div>
<div style="text-align: left;">
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Before Obamacare was passed, I remember people on TV saying all the time "Obamacare is socialized medicine...like they have in Canda or the UK!"</div>
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<div style="text-align: left;">
First off, the Canadian and UK systems are not at all identical. I don't know why they were always mentioned in concert. Maybe people were just looking for "...socialized medicine like they have in other countries," and the only 'foreign' nations Americans able to pull off the top of their head English speaking ones? </div>
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Second, I don't know why that was used as an argument against Obamacare. I've been to Canada, and the UK. They seem to manage the cost, and be in decent health. The streets weren't littered with lepers, and no government bodies were panhandling in the street. </div>
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Third, Obamacare is <i>ABSOLUTELY NOT</i> like Canada's or the UK's healthcare systems. There is, as far as I know, only one other developed nation who's healthcare system is "every private citizen is required by the govt to buy private insurance." Its Israel.</div>
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The lesson - you know...if you're gonna voice an opinion on something, at least Google or Wikipedia it before you speak - especially if you speak on TV!</div>
Economystifiedhttp://www.blogger.com/profile/13721219444051369880noreply@blogger.com0tag:blogger.com,1999:blog-5737450142880120395.post-54554882992945866262013-08-09T08:23:00.001-07:002013-08-10T06:44:23.318-07:00Obamacare's "Individual Mandate": Part 1 - What is it?<div style="text-align: center;">
<i><u><b>Obamacare's 'Individual Mandate'</b></u></i> </div>
<div style="text-align: center;">
<i><u><b>(Part 1 - "What is it?")</b></u></i><br />
<br />
<i>Alright team, <span style="color: #f1c232;"><abbr title="This post went up 8/9/2013.">today's post</abbr></span> is the first of a <u>two parter.</u></i><br />
<i><br /></i>
<i>Obamacare's "Individual Mandate," a law requiring all American's to have health insurance, takes affect January 1, 2014. Are you prepared? </i><br />
<br />
<i>This post explains 1) what the "Individual Mandate" is, and 2) what you need to do to make sure you are in compliance with it.</i><br />
<i><br /></i>
<i>In two weeks (on 8/23), I'll be posting </i><i><u><i><u>Obamacare's</u></i>"Individual Mandate": Part 2 - What's the economic rationale?</u> explaining the ideas behind the policy.</i><br />
<i><br /></i>
<i>So today, the pragmatic: what is the mandate, and how do I comply? Next time, the conceptual: why have an individual mandate at all?</i><br />
______________________________________________ <br />
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<br />
<u><b><b>What is </b></b><b>Obamacare's "Individual Mandate"</b></u></div>
<u><br /></u>
Ok, so <b>Obamacare</b>, or the <a href="http://en.wikipedia.org/wiki/Patient_Protection_and_Affordable_Care_Act" target="_blank">Patient Protection and Affordable Care Act</a>. I'm guessing you've heard of it? The nation's big new approach to buying and selling health insurance.<br />
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A major component the reform is the '<b>Individual Mandate</b>,' which requires every American to get themselves insured, one way or another.<br />
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The onus is on <i>you</i>, the individual, to make sure you have coverage. But what insurance you have, and who you buy through/from is still your choice.<br />
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The deadline is coming up - by January 1st, <i><u>everyone</u></i> must be insured. <i>This means you, too!!</i><br />
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Nobody is going to come to your house and make sure you filled out the forms. Its on you to decide what's the game plan.<br />
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And like with any decision, its intimidating and difficult to make without good information. Hence today's post: a quick briefing on the <i><b>"WHAT</b></i><b><i>"</i> </b>part of the individual mandate. What it is, how it affects you, and what you have to do to comply with it. <br />
<br />
On the 23rd (two Friday's from now) I'll be posting a follow up addressing the <i><b>"WHY"</b></i> part - as in, what's the rationale behind it.<br />
<br />
Hopefully, you find these posts a helpful starting point for your own research - and the decisions you <i><u>must</u></i> make about coverage...<br />
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<br />
<div style="text-align: center;">
<u><b>Start with a definition</b></u> </div>
<div style="text-align: center;">
<br /></div>
The "Individual Mandate." Simply put, each <u>individual</u> American is <u>mandated</u> by the law to get themselves some health insurance. Through their employer, their school, directly from an insurance company, from Medicaid/Medicare, from the local <span style="color: #f1c232;"><abbr title="Blue Cross/Blue Shield is a non-profit health insurer that goes back 70 years, and operates in most states. It varies state-to-state, but BCBS is typically overseen by local govt to some degree.">Blue Cross/Blue Shields</abbr></span>, where ever.<br />
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<br />
<div style="text-align: center;">
<u><b>When does the mandate come into effect?</b></u> </div>
<br />
You 'must' be insured by this upcoming January 1. As in, a little under 6 months from today.<br />
<br />
But Jan 1 is a <i>soft deadline</i>. You technically have until the end of March. Governments anticipate the program's start will be pretty hectic, so you'll get a little bit of leeway.<br />
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Have all you're paperwork submitted by Christmas and you'll be golden.<br />
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<div style="text-align: center;">
<u><b>What if I'm already insured through my employer, school, chamber of commerce, etc?</b></u></div>
<div style="text-align: center;">
<br /></div>
<div style="text-align: left;">
Then you're all set. None of this pertains to you. Go back to what you were doing before.<br />
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<br />
<div style="text-align: center;">
<u><b>What if I get Medicaid or Medicare?</b></u><br />
<br />
<div style="text-align: left;">
You also are all set. In fact, in some states and cases, your benefits may be <a href="http://www.advisory.com/Daily-Briefing/2012/11/09/MedicaidMap" target="_blank">expanding</a>.</div>
<div style="text-align: left;">
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</div>
<div style="text-align: center;">
<br /></div>
</div>
<div style="text-align: center;">
<u><b>What if my employer</b><b>,<b> school, chamber of commerce,</b> etc, offers no insurance, </b></u><br />
<u><b>AND </b><b><b>I don't qualify for Medicaid/Medicare</b>?</b></u></div>
<div style="text-align: center;">
<br /></div>
<div style="text-align: left;">
For those who can't get insurance the <span style="color: #f1c232;"><abbr title="By which I mean, through their employer, school, chamber of commerce, Medicaid/Medicare, what have you...">"easy way"</abbr></span> you're going to have to go buy it yourself.
<br />
<br />
<br />
<div style="text-align: center;">
<u><b>But buying health insurance is complicated...do they really expect me to figure it out on my own?</b></u></div>
<br />
Yes, they do. That part sucks.<br />
<br />
Buying insurance isn't like buying coffee - something you do so often that you know what you want, and know what to look for. Its much harder for us to confidently buy something abstract and arcane like health insurance. That makes it a pretty intimidating purchase, for sure.<br />
<br />
To help make the process a little less scary, each state is being required to run a "<span style="color: #f1c232;"><abbr title="I hate that name. It sounds like its something it isn't, and makes things more confusing than they need to be. More and more I hear the term 'Healthcare Marketplaces' or 'Insurance Marketplaces,' which are more on the mark. 'Health Insurance E-stores' would be the least messin' around name I can come up with.">Healthcare Exchange</abbr></span>." <br />
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<a href="https://www.youtube.com/watch?v=E45xOGIcGWo&feature=player_embedded" target="_blank">Healthcare Exchanges</a> are online stores where people can research, compare, review, and purchase health insurance.<br />
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They're supposed to be simple and clear and direct - basically the Amazon.coms of insurance. And because they are run by the states, <i>in theory,</i> regulators will be able to keep insurers honest and monitor communications and advertising. No hidden charges, no misleading language, no shady fine print - you get the idea.<br />
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<br />
<div style="text-align: center;">
<u><b>When do the exchanges open?</b></u></div>
<div style="text-align: center;">
<br /></div>
<div style="text-align: left;">
October 1st. Most states have preliminary sites up now. Google yours up and check it out.</div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
Here's links to <a href="http://www.healthexchange.ca.gov/Pages/Default.aspx" target="_blank">California's</a> and <a href="http://healthbenefitexchange.ny.gov/" target="_blank">New York State's</a> preliminary sites, for the curious.<br />
<br />
But if you live in Texas, you're out of luck. Gov. Perry is <a href="http://governor.state.tx.us/files/press-office/O-SebeliusKathleen201211150621.pdf" target="_blank">refusing</a> to create one. In fact, <a href="http://articles.chicagotribune.com/2013-02-19/business/chi-26-states-to-let-us-run-their-health-care-exchanges-20130219_1_insurance-exchanges-partnership-exchanges-healthcare-exchange" target="_blank">26 states</a> are refusing or unable to set up an exchange for their residents.<br />
<br />
Residents of those states will have to use a <a href="https://www.healthcare.gov/what-is-the-health-insurance-marketplace/#state=texas" target="_blank">generic national Exchange</a> that will be run by the federal government. Same thing, but not regionally targeted or specialized.<br />
<br />
<br /></div>
<div style="text-align: center;">
<b><u>What if I can't afford the insurance on the Exchange?</u></b></div>
<div style="text-align: center;">
<br /></div>
<div style="text-align: left;">
Ok, so your employer doesn't offer insurance, and you can't get Medicaid/Medicare. You went to your state's Healthcare Exchange website, and found everything is out of your price range. Now what?
<br />
<br />
Those of us will lower incomes will get a subsidy from the fed govt to help buy our insurance.<br />
<br />
Well...they're <i>calling</i> it a "subsidy." Its actually a tax break. As in the fed will take less from you in income taxes, so you'll have more disposable cash to buy your insurance.<br />
<i><br /></i>
<i>(Roll that over in your head for a second - use your <a href="http://economystified.blogspot.com/2013/05/numeracy.html" target="_blank">numeracy</a>! - and you'll realize this scheme is income neutral for you. The money you usually lost to taxes will now just be lost to insurance. You're just substituting one expense for another one of the same size. That's why it doesn't really feel like a "subsidy" to me.)</i><br />
<br />
In any event, the size of the break varies person to person. The <a href="http://en.wikipedia.org/wiki/Kaiser_Family_Foundation" target="_blank">Kaiser Family Foundation</a> put together this <a href="http://kff.org/interactive/subsidy-calculator/" target="_blank">nifty calculator thingamajig</a> that can estimate how much of a tax break <u><i>you</i></u><i> </i>could get to help pay for your insurance.<br />
<br />
Using my own personal data, the calculator guessed I could get $507 dollar tax break starting next year. It also tells me that it would cost $2502 a year for me to <span style="color: #f1c232;"><abbr title="You can set the calculator to assume you're buying through an employer as well. Insurance bought thought an employer is usually cheaper then insurance bought solo.">buy insurance privately</abbr></span>. This leaves me paying <span style="color: #f1c232;"><abbr title="$2502 for insurance, minus my $507 tax break, leaves $1995.">$1995</abbr></span> a year out of pocket.<br />
<br />
Anyway, the calculator is giving weirdly specific dollar amounts. It can't possible be so exact, so I'm taking it all as a very "rough guestimate." But please experiment with it a bit. See what <i>you're</i> tax break could be.<br />
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<br />
<div style="text-align: center;">
<u><b>What if I don't comply with the mandate?</b></u></div>
<div style="text-align: center;">
</div>
<div style="text-align: left;">
<br /></div>
<b><i>If you don't have an insurance card in hand by April 1st, 2014, you will be fined when you do your taxes on April 15th.</i></b><br />
<b><i> </i></b>
<br />
They'll be asking for your insurance policy number on your tax returns. If you don't have a valid policy number at the time, you'll get dinged.<br />
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<div style="text-align: left;">
</div>
<div style="text-align: left;">
If you file as an individual, the <a href="http://www.smc.org/content/what-do-you-need-know-about-individual-mandate-employer-mandate-and-free-rider-penalty" target="_blank">fine</a> will be $95, or 1% of your yearly income - whichever's greater. Its $285 (or 1% of your income), if you file as a family.<br />
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If you're not insured by April 15th of 2015 the fine increases, and by the 2016, it increases again, topping out at $695 for individuals (or 2.5% of income, whichever's greater), $2085 (or the 2.5% thing again) for families.<br />
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<i>SO GET YOUR STUFF TOGETHER!!</i> Don't get hit with a fine if you can avoid it!<br />
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<br />
<div style="text-align: center;">
<b><u>A few tips</u></b></div>
<br />
<div style="text-align: left;">
If your employer <i>doesn't</i> offer insurance right now, ask them if they plan on doing so anytime soon! If enough folks are asking, they might look into it.<br />
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<div style="text-align: left;">
</div>
<div style="text-align: left;">
And if your employer <i>does</i> offer insurance, check out the exchanges when they open anyway. You never know, you might find a better deal online (in which case you can always drop out of your policy at work and go buy your own). As long as your getting insurance from <i>some one</i>, you're in the clear.<br />
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<div style="text-align: left;">
<br /></div>
<div style="text-align: center;">
<u><b>Tune in next time...</b></u><br />
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<div style="text-align: left;">
Ok, so that's a lot of information to process. Plus, I'm tired of typing. We'll leave off here for now.</div>
<div style="text-align: left;">
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<div style="text-align: left;">
This has been a very general overview of how the Individual Mandate works. <i><u>BUT</u> - you need start researching the <u>details</u> NOW!! </i>You don't want to end up rushing all your decisions at the end of the year just for the sake of being compliant. Make the right choice <i>for you</i>.</div>
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<br /></div>
<div style="text-align: left;">
<b>Make sure to read my next post two Friday's from today (8/23</b>)<b>!!!!</b> </div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
Its titled: <i><u><i><u>Obamacare's</u></i>"Individual Mandate": Part 2 - What's the economic rationale?</u></i> </div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
As of now, you have a general understanding of what we need to do...next time find out <b><i><u>WHY</u></i></b> we're being asked to do it!!!<br />
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<br />
<div style="text-align: center;">
<u><b>Resources</b></u> </div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: center;">
Daily Finance - <i><a href="http://www.dailyfinance.com/2013/07/10/obamacare-health-exchange-explained/?ncid=txtlnkusaolp00000455" target="_blank">'Obamacare' Explained: What You Need to Know About Health Exchanges</a></i><br />
<br /></div>
<div style="text-align: center;">
<a href="http://healthcare.gov/" target="_blank">Healthcare.Gov</a></div>
</div>
</div>
</div>
</div>
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Economystifiedhttp://www.blogger.com/profile/13721219444051369880noreply@blogger.com1tag:blogger.com,1999:blog-5737450142880120395.post-21155530328715968312013-07-26T16:21:00.000-07:002013-07-26T18:38:45.889-07:00Upstate NY Public School SpendingI've lived my entire life in the great state of New York. And let me tell you, people here just love to worry about the state's finances. Even when we're doing well, we complain about how we're not doing better. Its kind of a local passtime. <br />
<br />
If you want some good fodder for the game, you need to look to the <a href="https://www.osc.state.ny.us/" target="_blank">Office of the Comptroller</a> - the big beancounter for the entire state. They're like the bookkeepers for all our public institutions: every town, county, city, library, <a href="http://en.wikipedia.org/wiki/Administrative_divisions_of_New_York#Fire_district" target="_blank">fire district</a> - and school.<br />
<br />
Much of the data they keep is freely <a href="https://www.osc.state.ny.us/localgov/datanstat/findata/index_choice.htm" target="_blank">available online</a>. I was browsing through some of it the other day and found something I thought I'd point out to you...<br />
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<br />
<div style="text-align: center;">
<u><b>How much did your school spend on you - </b></u><br />
<u><b>and how much did it spend on itself?</b></u></div>
<div style="text-align: center;">
<br /></div>
<div style="text-align: left;">
All of us went to school, but few of us ever ran one. Because of this, most of us have a bit of a bias when it comes to our idea of what operating a school is all about.<br />
<br />
There's more to school districts' spending than textbooks, desks, field trips and the teacher's salaries. <i>Quite</i> a bit more, apparently.<br />
<br />
There's a huge building to maintain, all kinds of insurances, pensions for retired teachers, transportation, student programs, health initiatives, debts that may need to be paid off, etc. And don't forget, managing all these spending items and program requires a gaggle of administrators and assistants. These expenses add up.<br />
<br />
How significant are these other expenses? I've put together a quick "school spending" data set for your perusal, so you can see for yourself.<br />
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Are you a NYS native? Look up your alma mater, or some local districts, and see how they fare. Hail from elsewhere? You might still find this snapshot of US public school finance interesting just from an academic standpoint. They are surprisingly complex organizations!<br />
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<br />
<div style="text-align: center;">
<u><b>Notes about the data</b></u><br />
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
Ok, so this is a list contains all 692 public school districts in <span style="color: #f1c232;"><abbr title="Meaning everything except New York City.">Upstate NY and Long Island</abbr></span>. It references their spending in school year 2010 - 2011.<br />
<br />
I've broken the spending of each school into 4 categories: "Education," "Administration and Operations," "Employee Benefits" and "All Other." (*Note that your sports teams are actually being counted as an Education cost here - <i>"physical education," "leadership," "team building"</i> and all that jive.) <br />
<br />
Now, the OSC records teachers' salaries - but not the cost of their benefits/pensions - as part of the cost of educating students. So "Education" includes teacher pay, but not the cost of their benefits. All school employees' benefits are captured in the "Employee Benefits" bucket.<br />
<br />
Turns out most public schools in NY devote <i><u>only about half of their spending to educating pupils</u></i>.<br />
<br />
Here's my question: Does that seem like a lot to you? I'm honestly not sure if I expected it to be more or less...what do you think?<br />
<br />
Browse the list, chew it over, and - as always - please please please post your thoughts/opinions in the comments! I'd love to hear what other people think!<br />
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<br />
<div style="text-align: center;">
<b><u>And without further ado...<i>THE DATA!!</i></u></b><br />
<div style="text-align: left;">
<br /></div>
</div>
<div style="text-align: center;">
</div>
To get a definition of
a particular spending category, hover your cursor over the its title in
the table's header. Go <a href="http://wwe1.osc.state.ny.us/transparency/LocalGov/LocalGovGlossary.cfm" target="_blank">here</a> for more detailed explanations of spending categories<a href="http://wwe1.osc.state.ny.us/transparency/LocalGov/LocalGovGlossary.cfm" target="_blank"></a>.<br />
<br />
Press <i>Ctrl + f</i> to search for a specific school.<br />
<br />
I've sorted all districts from <i>smallest share going to education</i> to <i>largest</i>. Happy browsing!<br />
<center>
<br />
<table border="2" cellpadding="0" cellspacing="0" style="width: 522px;"><colgroup><col style="mso-width-alt: 1243; mso-width-source: userset; width: 26pt;" width="34"></col>
<col style="mso-width-alt: 7168; mso-width-source: userset; width: 147pt;" width="196"></col>
<col style="mso-width-alt: 2340; mso-width-source: userset; width: 48pt;" width="64"></col>
<col style="mso-width-alt: 3437; mso-width-source: userset; width: 71pt;" width="94"></col>
<col style="mso-width-alt: 2523; mso-width-source: userset; width: 52pt;" width="69"></col>
<col style="mso-width-alt: 2377; mso-width-source: userset; width: 49pt;" width="65"></col>
</colgroup><tbody>
<tr height="30" style="height: 22.5pt;">
<td class="xl22" height="30" style="height: 22.5pt; text-align: center; width: 26pt;" width="34"><b>No.</b></td>
<td class="xl23" style="text-align: center; width: 147pt;" width="196"><b>District</b></td>
<td class="xl22" style="text-align: center; width: 48pt;" width="64"><span style="color: #f1c232;"><b><abbr title="The cost of actually teaching kids stuff: teacher salaries, aides salaries, school programs, athletics, student activities, pupil services, supplies, materials, BOCES services, equipment, textbooks, handicap/disabled programs, Pre-K programs, libraries, audiovisual services, computer-assisted instruction, in-service training, etc.">Education</abbr></b></span></td>
<td class="xl22" style="text-align: center; width: 71pt;" width="94"><span style="color: #f1c232;"><b><abbr title="The cost of just running the school: clerks, accountants, administrators, secretaries, building maintenance, IT, etc. and the salaries of the associated personnel.">Administration and Operations</abbr></b></span></td>
<td class="xl22" style="text-align: center; width: 52pt;" width="69"><span style="color: #f1c232;"><b><abbr title="Pension contributions (retirement), life insurance, health insurance, workers comp, payroll taxes, union benefits, etc., for ALL STAFF - be they teacher, administrator, janitor, or whatever.">Employee Benefits</abbr></b></span></td>
<td class="xl22" style="text-align: center; width: 49pt;" width="65"><span style="color: #f1c232;"><b><abbr title="Public safety, health services, transportation, social services, economic development, culture and recreation, community services, utilities, sanitation, interest on old debts.">All Other</abbr></b></span></td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">1</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Northern Adirondack Central
School District</td>
<td class="xl26">34%</td>
<td class="xl26">50%</td>
<td class="xl26">13%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">2</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Canaseraga Central School
District</td>
<td class="xl26">37%</td>
<td class="xl26">49%</td>
<td class="xl26">11%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">3</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Bradford Central School District</td>
<td class="xl26">37%</td>
<td class="xl26">45%</td>
<td class="xl26">10%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">4</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Ausable Valley Central School
District</td>
<td class="xl26">38%</td>
<td class="xl26">31%</td>
<td class="xl26">19%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="22" style="height: 16.5pt;">
<td class="xl24" height="22" style="height: 16.5pt;">5</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Moriah School District</td>
<td class="xl26">38%</td>
<td class="xl26">37%</td>
<td class="xl26">17%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">6</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Hornell School District</td>
<td class="xl26">39%</td>
<td class="xl26">39%</td>
<td class="xl26">14%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">7</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Clyde-Savannah Central School
District</td>
<td class="xl26">39%</td>
<td class="xl26">42%</td>
<td class="xl26">12%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">8</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Afton Central School District</td>
<td class="xl26">39%</td>
<td class="xl26">34%</td>
<td class="xl26">16%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">9</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Mayfield School District</td>
<td class="xl26">41%</td>
<td class="xl26">9%</td>
<td class="xl26">22%</td>
<td class="xl26">29%</td>
</tr>
<tr align="center" height="19" style="height: 14.25pt;">
<td class="xl24" height="19" style="height: 14.25pt;">10</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Copenhagen Central School
District</td>
<td class="xl26">41%</td>
<td class="xl26">37%</td>
<td class="xl26">14%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">11</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Chateaugay Central School
District</td>
<td class="xl26">41%</td>
<td class="xl26">36%</td>
<td class="xl26">17%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">12</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Belfast Central School District</td>
<td class="xl26">41%</td>
<td class="xl26">10%</td>
<td class="xl26">15%</td>
<td class="xl26">34%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">13</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Taconic Hills Central School
District</td>
<td class="xl26">42%</td>
<td class="xl26">31%</td>
<td class="xl26">19%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">14</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Northville School District</td>
<td class="xl26">43%</td>
<td class="xl26">27%</td>
<td class="xl26">25%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">15</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Onondaga School District</td>
<td class="xl26">44%</td>
<td class="xl26">37%</td>
<td class="xl26">13%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">16</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Van Hornesville-Owen D. Young
School District</td>
<td class="xl26">44%</td>
<td class="xl26">15%</td>
<td class="xl26">19%</td>
<td class="xl26">22%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">17</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Susquehanna Valley School
District</td>
<td class="xl26">44%</td>
<td class="xl26">25%</td>
<td class="xl26">22%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">18</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Mount Markham Central School
District</td>
<td class="xl26">45%</td>
<td class="xl26">21%</td>
<td class="xl26">21%</td>
<td class="xl26">13%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">19</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Newark School District</td>
<td class="xl26">45%</td>
<td class="xl26">36%</td>
<td class="xl26">14%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">20</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">East Irondequoit School District</td>
<td class="xl26">45%</td>
<td class="xl26">29%</td>
<td class="xl26">16%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">21</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Dundee Central School District</td>
<td class="xl26">45%</td>
<td class="xl26">32%</td>
<td class="xl26">17%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">22</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Westhill Central School District</td>
<td class="xl26">45%</td>
<td class="xl26">32%</td>
<td class="xl26">17%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">23</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Holley School District</td>
<td class="xl26">45%</td>
<td class="xl26">36%</td>
<td class="xl26">13%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">24</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Stamford School District</td>
<td class="xl26">46%</td>
<td class="xl26">17%</td>
<td class="xl26">26%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">25</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Clinton Central School District</td>
<td class="xl26">46%</td>
<td class="xl26">22%</td>
<td class="xl26">23%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">26</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Owego-Apalachin School District</td>
<td class="xl26">46%</td>
<td class="xl26">23%</td>
<td class="xl26">22%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">27</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Belleville-Henderson Central
School District</td>
<td class="xl26">46%</td>
<td class="xl26">34%</td>
<td class="xl26">15%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">28</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Roosevelt School District</td>
<td class="xl26">46%</td>
<td class="xl26">35%</td>
<td class="xl26">11%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">29</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Windham-Ashland-Jewett School
District</td>
<td class="xl26">46%</td>
<td class="xl26">24%</td>
<td class="xl26">21%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">30</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Long Lake School District</td>
<td class="xl26">46%</td>
<td class="xl26">20%</td>
<td class="xl26">33%</td>
<td class="xl26">1%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">31</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Tioga School District</td>
<td class="xl26">46%</td>
<td class="xl26">13%</td>
<td class="xl26">24%</td>
<td class="xl26">17%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">32</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Addison Central School District</td>
<td class="xl26">46%</td>
<td class="xl26">18%</td>
<td class="xl26">21%</td>
<td class="xl26">14%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">33</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Greenport School District</td>
<td class="xl26">46%</td>
<td class="xl26">33%</td>
<td class="xl26">20%</td>
<td class="xl26">1%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">34</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Greene School District</td>
<td class="xl26">46%</td>
<td class="xl26">18%</td>
<td class="xl26">17%</td>
<td class="xl26">19%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">35</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Clifton-Fine Central School
District</td>
<td class="xl26">46%</td>
<td class="xl26">16%</td>
<td class="xl26">27%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">36</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">De Ruyter School District</td>
<td class="xl26">47%</td>
<td class="xl26">35%</td>
<td class="xl26">14%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">37</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Brushton-Moira Central School
District</td>
<td class="xl26">47%</td>
<td class="xl26">28%</td>
<td class="xl26">17%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">38</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Maine-Endwell School District</td>
<td class="xl26">47%</td>
<td class="xl26">20%</td>
<td class="xl26">21%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">39</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Buffalo City School District</td>
<td class="xl26">47%</td>
<td class="xl26">18%</td>
<td class="xl26">18%</td>
<td class="xl26">17%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">40</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Port Byron School District</td>
<td class="xl26">47%</td>
<td class="xl26">16%</td>
<td class="xl26">20%</td>
<td class="xl26">17%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">41</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Fire Island Union Free School
District</td>
<td class="xl26">47%</td>
<td class="xl26">29%</td>
<td class="xl26">21%</td>
<td class="xl26">2%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">42</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Ticonderoga School District</td>
<td class="xl26">48%</td>
<td class="xl26">13%</td>
<td class="xl26">25%</td>
<td class="xl26">13%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">43</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Altmar-Parish-Williamstown
Central School District</td>
<td class="xl26">48%</td>
<td class="xl26">26%</td>
<td class="xl26">15%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">44</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Unadilla Valley School District</td>
<td class="xl26">48%</td>
<td class="xl26">12%</td>
<td class="xl26">22%</td>
<td class="xl26">17%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">45</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Oxford School District</td>
<td class="xl26">48%</td>
<td class="xl26">20%</td>
<td class="xl26">21%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">46</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Malone School District</td>
<td class="xl26">48%</td>
<td class="xl26">24%</td>
<td class="xl26">19%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">47</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Franklinville School District</td>
<td class="xl26">48%</td>
<td class="xl26">22%</td>
<td class="xl26">15%</td>
<td class="xl26">15%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">48</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Wellsville School District</td>
<td class="xl26">48%</td>
<td class="xl26">20%</td>
<td class="xl26">18%</td>
<td class="xl26">14%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">49</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Stockbridge Valley Central
School District</td>
<td class="xl26">48%</td>
<td class="xl26">16%</td>
<td class="xl26">20%</td>
<td class="xl26">15%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">50</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Schroon Lake School District</td>
<td class="xl26">49%</td>
<td class="xl26">17%</td>
<td class="xl26">20%</td>
<td class="xl26">14%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">51</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Waverly School District</td>
<td class="xl26">49%</td>
<td class="xl26">15%</td>
<td class="xl26">22%</td>
<td class="xl26">14%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">52</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Mount Pleasant-Blythedale School
District</td>
<td class="xl26">49%</td>
<td class="xl26">21%</td>
<td class="xl26">19%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">53</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Cazenovia Central School
District</td>
<td class="xl26">49%</td>
<td class="xl26">17%</td>
<td class="xl26">23%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">54</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Sullivan West Central School
District</td>
<td class="xl26">49%</td>
<td class="xl26">21%</td>
<td class="xl26">18%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">55</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Downsville Central School
District</td>
<td class="xl26">49%</td>
<td class="xl26">17%</td>
<td class="xl26">25%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">56</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Churchville-Chili Central School
District</td>
<td class="xl26">49%</td>
<td class="xl26">30%</td>
<td class="xl26">15%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">57</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Honeoye Falls-Lima School
District</td>
<td class="xl26">49%</td>
<td class="xl26">25%</td>
<td class="xl26">18%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">58</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Brasher Falls Central School
District</td>
<td class="xl26">49%</td>
<td class="xl26">10%</td>
<td class="xl26">26%</td>
<td class="xl26">15%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">59</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Cortland City School District</td>
<td class="xl26">49%</td>
<td class="xl26">30%</td>
<td class="xl26">18%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">60</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Fort Plain School District</td>
<td class="xl26">49%</td>
<td class="xl26">14%</td>
<td class="xl26">24%</td>
<td class="xl26">13%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">61</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Pulaski School District</td>
<td class="xl26">49%</td>
<td class="xl26">11%</td>
<td class="xl26">25%</td>
<td class="xl26">14%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">62</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Delaware Academy Central School
Distirct at Delhi School District</td>
<td class="xl26">49%</td>
<td class="xl26">15%</td>
<td class="xl26">21%</td>
<td class="xl26">15%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">63</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Long Beach School District</td>
<td class="xl26">49%</td>
<td class="xl26">31%</td>
<td class="xl26">18%</td>
<td class="xl26">2%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">64</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Elmira School District</td>
<td class="xl26">49%</td>
<td class="xl26">13%</td>
<td class="xl26">26%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">65</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Schoharie School District</td>
<td class="xl26">49%</td>
<td class="xl26">20%</td>
<td class="xl26">23%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">66</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Chatham Central School District</td>
<td class="xl26">49%</td>
<td class="xl26">21%</td>
<td class="xl26">22%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">67</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Whitesboro School District</td>
<td class="xl26">49%</td>
<td class="xl26">28%</td>
<td class="xl26">16%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">68</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Candor Central School District</td>
<td class="xl26">49%</td>
<td class="xl26">15%</td>
<td class="xl26">21%</td>
<td class="xl26">15%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">69</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Whitney Point School District</td>
<td class="xl26">49%</td>
<td class="xl26">18%</td>
<td class="xl26">18%</td>
<td class="xl26">14%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">70</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Massena School District</td>
<td class="xl26">49%</td>
<td class="xl26">14%</td>
<td class="xl26">27%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">71</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Little Falls School District</td>
<td class="xl26">49%</td>
<td class="xl26">12%</td>
<td class="xl26">24%</td>
<td class="xl26">14%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">72</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">South Lewis School District</td>
<td class="xl26">49%</td>
<td class="xl26">20%</td>
<td class="xl26">17%</td>
<td class="xl26">14%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">73</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Berne-Knox-Westerlo Central
School District</td>
<td class="xl26">49%</td>
<td class="xl26">24%</td>
<td class="xl26">23%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">74</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Dalton-Nunda Central School
District</td>
<td class="xl26">49%</td>
<td class="xl26">16%</td>
<td class="xl26">17%</td>
<td class="xl26">18%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">75</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Morrisville-Eaton School
District</td>
<td class="xl26">50%</td>
<td class="xl26">12%</td>
<td class="xl26">24%</td>
<td class="xl26">14%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">76</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Deposit Central School District</td>
<td class="xl26">50%</td>
<td class="xl26">24%</td>
<td class="xl26">22%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">77</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Beaver River Central School
District</td>
<td class="xl26">50%</td>
<td class="xl26">21%</td>
<td class="xl26">18%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">78</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Cherry Valley-Springfield
Central School District</td>
<td class="xl26">50%</td>
<td class="xl26">12%</td>
<td class="xl26">24%</td>
<td class="xl26">14%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">79</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Jordan-Elbridge School District</td>
<td class="xl26">50%</td>
<td class="xl26">22%</td>
<td class="xl26">19%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">80</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Oswego School District</td>
<td class="xl26">50%</td>
<td class="xl26">17%</td>
<td class="xl26">25%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">81</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Hudson Falls School District</td>
<td class="xl26">50%</td>
<td class="xl26">7%</td>
<td class="xl26">17%</td>
<td class="xl26">26%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">82</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Chautauqua Lake Central School
District</td>
<td class="xl26">50%</td>
<td class="xl26">23%</td>
<td class="xl26">15%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">83</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">New Lebanon School District</td>
<td class="xl26">50%</td>
<td class="xl26">14%</td>
<td class="xl26">24%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">84</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Cooperstown Central School
District</td>
<td class="xl26">50%</td>
<td class="xl26">17%</td>
<td class="xl26">21%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">85</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Chazy Union Free School District</td>
<td class="xl26">50%</td>
<td class="xl26">11%</td>
<td class="xl26">26%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">86</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Manchester-Shortsville School
District</td>
<td class="xl26">50%</td>
<td class="xl26">27%</td>
<td class="xl26">16%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">87</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Walton School District</td>
<td class="xl26">50%</td>
<td class="xl26">19%</td>
<td class="xl26">22%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">88</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Richfield Springs School
District</td>
<td class="xl26">50%</td>
<td class="xl26">13%</td>
<td class="xl26">21%</td>
<td class="xl26">15%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">89</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Marathon School District</td>
<td class="xl26">50%</td>
<td class="xl26">24%</td>
<td class="xl26">17%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">90</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Lafargeville School District</td>
<td class="xl26">50%</td>
<td class="xl26">14%</td>
<td class="xl26">20%</td>
<td class="xl26">15%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">91</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Fabius-Pompey School District</td>
<td class="xl26">50%</td>
<td class="xl26">14%</td>
<td class="xl26">23%</td>
<td class="xl26">13%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">92</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Margaretville School District</td>
<td class="xl26">50%</td>
<td class="xl26">15%</td>
<td class="xl26">24%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">93</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">South Seneca School District</td>
<td class="xl26">51%</td>
<td class="xl26">14%</td>
<td class="xl26">15%</td>
<td class="xl26">20%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">94</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Salmon River School District</td>
<td class="xl26">51%</td>
<td class="xl26">18%</td>
<td class="xl26">23%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">95</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Campbell-Savona Central School
District</td>
<td class="xl26">51%</td>
<td class="xl26">21%</td>
<td class="xl26">15%</td>
<td class="xl26">13%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">96</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Worcester School District</td>
<td class="xl26">51%</td>
<td class="xl26">24%</td>
<td class="xl26">10%</td>
<td class="xl26">16%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">97</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Mohawk School District</td>
<td class="xl26">51%</td>
<td class="xl26">12%</td>
<td class="xl26">22%</td>
<td class="xl26">15%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">98</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Otego-Unadilla School District</td>
<td class="xl26">51%</td>
<td class="xl26">14%</td>
<td class="xl26">20%</td>
<td class="xl26">15%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">99</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Binghamton City School District</td>
<td class="xl26">51%</td>
<td class="xl26">24%</td>
<td class="xl26">20%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">100</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Clymer Central School District</td>
<td class="xl26">51%</td>
<td class="xl26">11%</td>
<td class="xl26">23%</td>
<td class="xl26">15%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">101</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Lake Placid School District</td>
<td class="xl26">51%</td>
<td class="xl26">12%</td>
<td class="xl26">27%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">102</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">West Canada Valley School
District</td>
<td class="xl26">51%</td>
<td class="xl26">16%</td>
<td class="xl26">24%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">103</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Spencer-Van Etten School
District</td>
<td class="xl26">51%</td>
<td class="xl26">11%</td>
<td class="xl26">23%</td>
<td class="xl26">15%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">104</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Oriskany School District</td>
<td class="xl26">51%</td>
<td class="xl26">24%</td>
<td class="xl26">18%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">105</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Harrisville School District</td>
<td class="xl26">51%</td>
<td class="xl26">13%</td>
<td class="xl26">23%</td>
<td class="xl26">13%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">106</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Norwood-Norfolk School District</td>
<td class="xl26">51%</td>
<td class="xl26">12%</td>
<td class="xl26">26%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">107</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Stillwater School District</td>
<td class="xl26">51%</td>
<td class="xl26">16%</td>
<td class="xl26">19%</td>
<td class="xl26">15%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">108</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Hannibal School District</td>
<td class="xl26">51%</td>
<td class="xl26">18%</td>
<td class="xl26">19%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">109</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Amsterdam City School District</td>
<td class="xl26">51%</td>
<td class="xl26">19%</td>
<td class="xl26">21%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">110</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Gilbertsville-Mount Upton
Central School District</td>
<td class="xl26">51%</td>
<td class="xl26">17%</td>
<td class="xl26">22%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">111</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Hartford School District</td>
<td class="xl26">51%</td>
<td class="xl26">8%</td>
<td class="xl26">25%</td>
<td class="xl26">16%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">112</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Dansville Central School
District</td>
<td class="xl26">51%</td>
<td class="xl26">13%</td>
<td class="xl26">22%</td>
<td class="xl26">14%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">113</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Sharon Springs School District</td>
<td class="xl26">51%</td>
<td class="xl26">13%</td>
<td class="xl26">22%</td>
<td class="xl26">14%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">114</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Iroquois School District</td>
<td class="xl26">51%</td>
<td class="xl26">27%</td>
<td class="xl26">18%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">115</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Newcomb Central School District</td>
<td class="xl26">51%</td>
<td class="xl26">15%</td>
<td class="xl26">27%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">116</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Middleburgh Central School
District</td>
<td class="xl26">51%</td>
<td class="xl26">15%</td>
<td class="xl26">25%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">117</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Sidney School District</td>
<td class="xl26">51%</td>
<td class="xl26">17%</td>
<td class="xl26">18%</td>
<td class="xl26">13%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">118</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Heuvelton School District</td>
<td class="xl26">51%</td>
<td class="xl26">20%</td>
<td class="xl26">21%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">119</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Hancock Central School District</td>
<td class="xl26">51%</td>
<td class="xl26">15%</td>
<td class="xl26">26%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">120</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Mount Morris School District</td>
<td class="xl26">51%</td>
<td class="xl26">12%</td>
<td class="xl26">14%</td>
<td class="xl26">22%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">121</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Eastport-South Manor Central
School District</td>
<td class="xl26">51%</td>
<td class="xl26">23%</td>
<td class="xl26">15%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">122</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Saint Johnsville School District</td>
<td class="xl26">51%</td>
<td class="xl26">18%</td>
<td class="xl26">21%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">123</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Lansing School District</td>
<td class="xl26">52%</td>
<td class="xl26">19%</td>
<td class="xl26">21%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">124</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Genesee Valley School District</td>
<td class="xl26">52%</td>
<td class="xl26">13%</td>
<td class="xl26">20%</td>
<td class="xl26">15%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">125</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Keene School District</td>
<td class="xl26">52%</td>
<td class="xl26">15%</td>
<td class="xl26">23%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">126</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Newark Valley School District</td>
<td class="xl26">52%</td>
<td class="xl26">13%</td>
<td class="xl26">25%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">127</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Gloversville School District</td>
<td class="xl26">52%</td>
<td class="xl26">15%</td>
<td class="xl26">21%</td>
<td class="xl26">13%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">128</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Willsboro School District</td>
<td class="xl26">52%</td>
<td class="xl26">12%</td>
<td class="xl26">26%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">129</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Laurens School District</td>
<td class="xl26">52%</td>
<td class="xl26">17%</td>
<td class="xl26">16%</td>
<td class="xl26">16%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">130</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Queensbury School District</td>
<td class="xl26">52%</td>
<td class="xl26">17%</td>
<td class="xl26">22%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">131</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Union-Endicott School District</td>
<td class="xl26">52%</td>
<td class="xl26">16%</td>
<td class="xl26">24%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">132</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Oppenheim-Ephratah School
District</td>
<td class="xl26">52%</td>
<td class="xl26">15%</td>
<td class="xl26">19%</td>
<td class="xl26">14%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">133</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Nanuet Union Free School
District</td>
<td class="xl26">52%</td>
<td class="xl26">23%</td>
<td class="xl26">18%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">134</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Pembroke School District</td>
<td class="xl26">52%</td>
<td class="xl26">15%</td>
<td class="xl26">22%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">135</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Hawthorne-Cedar Knolls School
District</td>
<td class="xl26">52%</td>
<td class="xl26">15%</td>
<td class="xl26">24%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">136</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Cobleskill-Richmondville Central
School District</td>
<td class="xl26">52%</td>
<td class="xl26">9%</td>
<td class="xl26">25%</td>
<td class="xl26">14%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">137</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Panama School District</td>
<td class="xl26">52%</td>
<td class="xl26">12%</td>
<td class="xl26">20%</td>
<td class="xl26">16%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">138</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Gowanda Central School District</td>
<td class="xl26">52%</td>
<td class="xl26">22%</td>
<td class="xl26">18%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">139</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Sandy Creek School District</td>
<td class="xl26">52%</td>
<td class="xl26">12%</td>
<td class="xl26">21%</td>
<td class="xl26">16%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">140</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Brewster Central School District</td>
<td class="xl26">52%</td>
<td class="xl26">23%</td>
<td class="xl26">20%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">141</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">East Rochester School District</td>
<td class="xl26">52%</td>
<td class="xl26">19%</td>
<td class="xl26">17%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">142</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Evans-Brant School District</td>
<td class="xl26">52%</td>
<td class="xl26">17%</td>
<td class="xl26">22%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">143</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Madison School District</td>
<td class="xl26">52%</td>
<td class="xl26">12%</td>
<td class="xl26">24%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">144</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Watkins Glen School District</td>
<td class="xl26">52%</td>
<td class="xl26">12%</td>
<td class="xl26">22%</td>
<td class="xl26">14%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">145</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Peru School District</td>
<td class="xl26">52%</td>
<td class="xl26">12%</td>
<td class="xl26">27%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">146</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Ilion School District</td>
<td class="xl26">52%</td>
<td class="xl26">15%</td>
<td class="xl26">18%</td>
<td class="xl26">15%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">147</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Herkimer School District</td>
<td class="xl26">52%</td>
<td class="xl26">12%</td>
<td class="xl26">20%</td>
<td class="xl26">15%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">148</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Southampton School District</td>
<td class="xl26">52%</td>
<td class="xl26">21%</td>
<td class="xl26">19%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">149</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Norwich School District</td>
<td class="xl26">52%</td>
<td class="xl26">12%</td>
<td class="xl26">22%</td>
<td class="xl26">13%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">150</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Chittenango Central School
District</td>
<td class="xl26">53%</td>
<td class="xl26">11%</td>
<td class="xl26">26%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">151</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Randolph Academy School District</td>
<td class="xl26">53%</td>
<td class="xl26">23%</td>
<td class="xl26">23%</td>
<td class="xl26">1%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">152</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">West Valley School District</td>
<td class="xl26">53%</td>
<td class="xl26">13%</td>
<td class="xl26">24%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">153</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Holland School District</td>
<td class="xl26">53%</td>
<td class="xl26">20%</td>
<td class="xl26">16%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">154</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Akron Central School District</td>
<td class="xl26">53%</td>
<td class="xl26">10%</td>
<td class="xl26">19%</td>
<td class="xl26">18%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">155</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Adirondack Central School
District</td>
<td class="xl26">53%</td>
<td class="xl26">11%</td>
<td class="xl26">26%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">156</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Phelps-Clifton Springs School
District</td>
<td class="xl26">53%</td>
<td class="xl26">10%</td>
<td class="xl26">23%</td>
<td class="xl26">15%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">157</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Bolivar-Richburg Central School
District</td>
<td class="xl26">53%</td>
<td class="xl26">13%</td>
<td class="xl26">18%</td>
<td class="xl26">16%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">158</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Broadalbin-Perth Central School
District</td>
<td class="xl26">53%</td>
<td class="xl26">10%</td>
<td class="xl26">22%</td>
<td class="xl26">16%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">159</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Avoca Central School District</td>
<td class="xl26">53%</td>
<td class="xl26">9%</td>
<td class="xl26">18%</td>
<td class="xl26">20%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">160</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Johnson City School District</td>
<td class="xl26">53%</td>
<td class="xl26">15%</td>
<td class="xl26">23%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">161</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Liverpool School District</td>
<td class="xl26">53%</td>
<td class="xl26">13%</td>
<td class="xl26">25%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">162</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Sherburne-Earlville School
District</td>
<td class="xl26">53%</td>
<td class="xl26">22%</td>
<td class="xl26">19%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">163</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Dunkirk City School District</td>
<td class="xl26">53%</td>
<td class="xl26">26%</td>
<td class="xl26">15%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">164</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Galway School District</td>
<td class="xl26">53%</td>
<td class="xl26">26%</td>
<td class="xl26">17%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">165</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Mamaroneck School District</td>
<td class="xl26">53%</td>
<td class="xl26">17%</td>
<td class="xl26">22%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">166</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Coxsackie-Athens Central School
District</td>
<td class="xl26">53%</td>
<td class="xl26">23%</td>
<td class="xl26">18%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">167</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Elizabethtown-Lewis School
District</td>
<td class="xl26">53%</td>
<td class="xl26">12%</td>
<td class="xl26">27%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">168</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Bronxville Union Free School
District</td>
<td class="xl26">53%</td>
<td class="xl26">24%</td>
<td class="xl26">16%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">169</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Hunter-Tannersville School
District</td>
<td class="xl26">53%</td>
<td class="xl26">13%</td>
<td class="xl26">22%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">170</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Lowville School District</td>
<td class="xl26">53%</td>
<td class="xl26">11%</td>
<td class="xl26">18%</td>
<td class="xl26">18%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">171</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Portville School District</td>
<td class="xl26">53%</td>
<td class="xl26">16%</td>
<td class="xl26">20%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">172</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Rensselaer School District</td>
<td class="xl26">53%</td>
<td class="xl26">11%</td>
<td class="xl26">16%</td>
<td class="xl26">19%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">173</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Horseheads School District</td>
<td class="xl26">53%</td>
<td class="xl26">14%</td>
<td class="xl26">27%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">174</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Thousand Islands School District</td>
<td class="xl26">53%</td>
<td class="xl26">13%</td>
<td class="xl26">23%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">175</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Alexander Central School
District</td>
<td class="xl26">53%</td>
<td class="xl26">14%</td>
<td class="xl26">19%</td>
<td class="xl26">14%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">176</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Gananda School District</td>
<td class="xl26">54%</td>
<td class="xl26">14%</td>
<td class="xl26">17%</td>
<td class="xl26">16%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">177</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Katonah-Lewisboro School
District</td>
<td class="xl26">54%</td>
<td class="xl26">12%</td>
<td class="xl26">24%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">178</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Chenango Valley Central School
District</td>
<td class="xl26">54%</td>
<td class="xl26">10%</td>
<td class="xl26">26%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">179</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">South Kortright School District</td>
<td class="xl26">54%</td>
<td class="xl26">13%</td>
<td class="xl26">25%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">180</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Hadley-Luzerne School District</td>
<td class="xl26">54%</td>
<td class="xl26">15%</td>
<td class="xl26">23%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">181</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Mexico School District</td>
<td class="xl26">54%</td>
<td class="xl26">20%</td>
<td class="xl26">18%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">182</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Southwestern School District</td>
<td class="xl26">54%</td>
<td class="xl26">9%</td>
<td class="xl26">21%</td>
<td class="xl26">17%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">183</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Greenwich School District</td>
<td class="xl26">54%</td>
<td class="xl26">14%</td>
<td class="xl26">23%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">184</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Sodus School District</td>
<td class="xl26">54%</td>
<td class="xl26">12%</td>
<td class="xl26">21%</td>
<td class="xl26">13%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">185</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Crown Point Central School
District</td>
<td class="xl26">54%</td>
<td class="xl26">12%</td>
<td class="xl26">29%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">186</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Roxbury School District</td>
<td class="xl26">54%</td>
<td class="xl26">15%</td>
<td class="xl26">24%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">187</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Hudson School District</td>
<td class="xl26">54%</td>
<td class="xl26">12%</td>
<td class="xl26">24%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">188</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Elmira Heights School District</td>
<td class="xl26">54%</td>
<td class="xl26">13%</td>
<td class="xl26">20%</td>
<td class="xl26">14%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">189</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Odessa-Montour School District</td>
<td class="xl26">54%</td>
<td class="xl26">16%</td>
<td class="xl26">18%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">190</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Edmeston School District</td>
<td class="xl26">54%</td>
<td class="xl26">12%</td>
<td class="xl26">19%</td>
<td class="xl26">15%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">191</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Rome School District</td>
<td class="xl26">54%</td>
<td class="xl26">18%</td>
<td class="xl26">21%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">192</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Minerva School District</td>
<td class="xl26">54%</td>
<td class="xl26">14%</td>
<td class="xl26">28%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">193</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Madrid-Waddington School
District</td>
<td class="xl26">54%</td>
<td class="xl26">13%</td>
<td class="xl26">25%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">194</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Berkshire Union Free School
District</td>
<td class="xl26">54%</td>
<td class="xl26">18%</td>
<td class="xl26">28%</td>
<td class="xl26">1%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">195</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Chenango Forks Central School
District</td>
<td class="xl26">54%</td>
<td class="xl26">9%</td>
<td class="xl26">25%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">196</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Johnstown School District</td>
<td class="xl26">54%</td>
<td class="xl26">11%</td>
<td class="xl26">27%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">197</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Schalmont School District</td>
<td class="xl26">54%</td>
<td class="xl26">9%</td>
<td class="xl26">27%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">198</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Fort Ann School District</td>
<td class="xl26">54%</td>
<td class="xl26">11%</td>
<td class="xl26">21%</td>
<td class="xl26">13%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">199</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Windsor School District</td>
<td class="xl26">54%</td>
<td class="xl26">13%</td>
<td class="xl26">22%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">200</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Ripley School District</td>
<td class="xl26">54%</td>
<td class="xl26">13%</td>
<td class="xl26">21%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">201</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Brunswick Central School
District</td>
<td class="xl26">54%</td>
<td class="xl26">13%</td>
<td class="xl26">23%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">202</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Lyme School District</td>
<td class="xl26">54%</td>
<td class="xl26">13%</td>
<td class="xl26">21%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">203</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Potsdam School District</td>
<td class="xl26">54%</td>
<td class="xl26">10%</td>
<td class="xl26">23%</td>
<td class="xl26">13%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">204</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Jasper-Troupsburg School
District</td>
<td class="xl26">54%</td>
<td class="xl26">15%</td>
<td class="xl26">21%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">205</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Cuba-Rushford Central School
District</td>
<td class="xl26">54%</td>
<td class="xl26">20%</td>
<td class="xl26">20%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">206</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Mc Graw School District</td>
<td class="xl26">54%</td>
<td class="xl26">12%</td>
<td class="xl26">20%</td>
<td class="xl26">13%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">207</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Moravia School District</td>
<td class="xl26">54%</td>
<td class="xl26">13%</td>
<td class="xl26">18%</td>
<td class="xl26">15%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">208</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Morris School District</td>
<td class="xl26">54%</td>
<td class="xl26">12%</td>
<td class="xl26">22%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">209</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Middletown School District</td>
<td class="xl26">54%</td>
<td class="xl26">25%</td>
<td class="xl26">15%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">210</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Canajoharie Central School
District</td>
<td class="xl26">54%</td>
<td class="xl26">12%</td>
<td class="xl26">20%</td>
<td class="xl26">13%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">211</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Bethlehem Central School
District</td>
<td class="xl26">54%</td>
<td class="xl26">8%</td>
<td class="xl26">22%</td>
<td class="xl26">16%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">212</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Westport School District</td>
<td class="xl26">54%</td>
<td class="xl26">13%</td>
<td class="xl26">27%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">213</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Ithaca School District</td>
<td class="xl26">54%</td>
<td class="xl26">18%</td>
<td class="xl26">20%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">214</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Jamestown School District</td>
<td class="xl26">54%</td>
<td class="xl26">15%</td>
<td class="xl26">19%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">215</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Weedsport School District</td>
<td class="xl26">54%</td>
<td class="xl26">14%</td>
<td class="xl26">17%</td>
<td class="xl26">14%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">216</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Edwards-Knox School District</td>
<td class="xl26">54%</td>
<td class="xl26">12%</td>
<td class="xl26">24%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">217</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Syracuse City School District</td>
<td class="xl26">54%</td>
<td class="xl26">17%</td>
<td class="xl26">24%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">218</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Andes Central School District</td>
<td class="xl26">55%</td>
<td class="xl26">20%</td>
<td class="xl26">20%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">219</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Hoosic Valley School District</td>
<td class="xl26">55%</td>
<td class="xl26">11%</td>
<td class="xl26">23%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">220</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Piseco School District</td>
<td class="xl26">55%</td>
<td class="xl26">20%</td>
<td class="xl26">23%</td>
<td class="xl26">2%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">221</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Frankfort-Schuyler School
District</td>
<td class="xl26">55%</td>
<td class="xl26">12%</td>
<td class="xl26">22%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">222</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Schuylerville School District</td>
<td class="xl26">55%</td>
<td class="xl26">13%</td>
<td class="xl26">25%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">223</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Alfred-Almond Central School
District</td>
<td class="xl26">55%</td>
<td class="xl26">12%</td>
<td class="xl26">19%</td>
<td class="xl26">15%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">224</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Pine Valley Central School
District</td>
<td class="xl26">55%</td>
<td class="xl26">10%</td>
<td class="xl26">19%</td>
<td class="xl26">15%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">225</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Skaneateles School District</td>
<td class="xl26">55%</td>
<td class="xl26">13%</td>
<td class="xl26">19%</td>
<td class="xl26">13%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">226</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Lyndonville School District</td>
<td class="xl26">55%</td>
<td class="xl26">13%</td>
<td class="xl26">19%</td>
<td class="xl26">13%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">227</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Gilboa-Conesville School
District</td>
<td class="xl26">55%</td>
<td class="xl26">16%</td>
<td class="xl26">25%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">228</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Tupper Lake School District</td>
<td class="xl26">55%</td>
<td class="xl26">10%</td>
<td class="xl26">26%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">229</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">New Hartford School District</td>
<td class="xl26">55%</td>
<td class="xl26">11%</td>
<td class="xl26">24%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">230</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Greenburgh-Graham School
District</td>
<td class="xl26">55%</td>
<td class="xl26">11%</td>
<td class="xl26">23%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">231</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Colton-Pierrepont Central School
District</td>
<td class="xl26">55%</td>
<td class="xl26">11%</td>
<td class="xl26">23%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">232</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Byron-Bergen Central School
District</td>
<td class="xl26">55%</td>
<td class="xl26">11%</td>
<td class="xl26">18%</td>
<td class="xl26">16%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">233</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">East Greenbush School District</td>
<td class="xl26">55%</td>
<td class="xl26">10%</td>
<td class="xl26">26%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">234</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Sackets Harbor School District</td>
<td class="xl26">55%</td>
<td class="xl26">9%</td>
<td class="xl26">21%</td>
<td class="xl26">14%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">235</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Bath Central School District</td>
<td class="xl26">55%</td>
<td class="xl26">10%</td>
<td class="xl26">19%</td>
<td class="xl26">15%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">236</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Georgetown-South Otselic School
District</td>
<td class="xl26">55%</td>
<td class="xl26">18%</td>
<td class="xl26">23%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">237</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Ballston Spa Central School
District</td>
<td class="xl26">55%</td>
<td class="xl26">17%</td>
<td class="xl26">21%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">238</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Red Creek School District</td>
<td class="xl26">55%</td>
<td class="xl26">13%</td>
<td class="xl26">19%</td>
<td class="xl26">13%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">239</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Canisteo-Greenwood Central
School District</td>
<td class="xl26">55%</td>
<td class="xl26">9%</td>
<td class="xl26">22%</td>
<td class="xl26">14%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">240</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Holland Patent School District</td>
<td class="xl26">55%</td>
<td class="xl26">14%</td>
<td class="xl26">21%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">241</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Granville School District</td>
<td class="xl26">55%</td>
<td class="xl26">9%</td>
<td class="xl26">22%</td>
<td class="xl26">14%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">242</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Cato-Meridian Central School
District</td>
<td class="xl26">55%</td>
<td class="xl26">13%</td>
<td class="xl26">18%</td>
<td class="xl26">14%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">243</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Lake Pleasant School District</td>
<td class="xl26">55%</td>
<td class="xl26">14%</td>
<td class="xl26">18%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">244</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Solvay School District</td>
<td class="xl26">55%</td>
<td class="xl26">10%</td>
<td class="xl26">23%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">245</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Southern Cayuga School District</td>
<td class="xl26">55%</td>
<td class="xl26">14%</td>
<td class="xl26">19%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">246</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Morristown School District</td>
<td class="xl26">55%</td>
<td class="xl26">12%</td>
<td class="xl26">25%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">247</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Avon Central School District</td>
<td class="xl26">55%</td>
<td class="xl26">16%</td>
<td class="xl26">16%</td>
<td class="xl26">13%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">248</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">General Brown School District</td>
<td class="xl26">55%</td>
<td class="xl26">13%</td>
<td class="xl26">21%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">249</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Hammondsport School District</td>
<td class="xl26">55%</td>
<td class="xl26">16%</td>
<td class="xl26">23%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">250</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Pavilion School District</td>
<td class="xl26">55%</td>
<td class="xl26">13%</td>
<td class="xl26">19%</td>
<td class="xl26">13%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">251</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Geneva City School District</td>
<td class="xl26">55%</td>
<td class="xl26">16%</td>
<td class="xl26">20%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">252</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Elba School District</td>
<td class="xl26">55%</td>
<td class="xl26">14%</td>
<td class="xl26">17%</td>
<td class="xl26">13%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">253</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Schenevus School District</td>
<td class="xl26">55%</td>
<td class="xl26">20%</td>
<td class="xl26">18%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">254</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Baldwinsville Central School
District</td>
<td class="xl26">55%</td>
<td class="xl26">15%</td>
<td class="xl26">22%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">255</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Pocantico Hills School District</td>
<td class="xl26">56%</td>
<td class="xl26">25%</td>
<td class="xl26">11%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">256</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Geneseo School District</td>
<td class="xl26">56%</td>
<td class="xl26">26%</td>
<td class="xl26">13%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">257</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Vestal School District</td>
<td class="xl26">56%</td>
<td class="xl26">12%</td>
<td class="xl26">23%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">258</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">North Syracuse School District</td>
<td class="xl26">56%</td>
<td class="xl26">12%</td>
<td class="xl26">26%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">259</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Hamilton School District</td>
<td class="xl26">56%</td>
<td class="xl26">11%</td>
<td class="xl26">23%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">260</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Carthage Central School District</td>
<td class="xl26">56%</td>
<td class="xl26">10%</td>
<td class="xl26">22%</td>
<td class="xl26">13%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">261</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Saranac Lake School District</td>
<td class="xl26">56%</td>
<td class="xl26">12%</td>
<td class="xl26">29%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">262</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Wells School District</td>
<td class="xl26">56%</td>
<td class="xl26">13%</td>
<td class="xl26">25%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">263</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Sherrill School District</td>
<td class="xl26">56%</td>
<td class="xl26">9%</td>
<td class="xl26">26%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">264</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Cohoes City School District</td>
<td class="xl26">56%</td>
<td class="xl26">13%</td>
<td class="xl26">19%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">265</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Miller Place School District</td>
<td class="xl26">56%</td>
<td class="xl26">23%</td>
<td class="xl26">16%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">266</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Hammond School District</td>
<td class="xl26">56%</td>
<td class="xl26">11%</td>
<td class="xl26">28%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">267</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Franklin School District</td>
<td class="xl26">56%</td>
<td class="xl26">16%</td>
<td class="xl26">22%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">268</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Cambridge Central School
District</td>
<td class="xl26">56%</td>
<td class="xl26">12%</td>
<td class="xl26">24%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">269</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Roslyn School District</td>
<td class="xl26">56%</td>
<td class="xl26">14%</td>
<td class="xl26">23%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">270</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Union Springs School District</td>
<td class="xl26">56%</td>
<td class="xl26">10%</td>
<td class="xl26">19%</td>
<td class="xl26">15%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">271</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Schodack School District</td>
<td class="xl26">56%</td>
<td class="xl26">12%</td>
<td class="xl26">22%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">272</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Saint Regis Falls School
District</td>
<td class="xl26">56%</td>
<td class="xl26">13%</td>
<td class="xl26">20%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">273</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Catskill Central School District</td>
<td class="xl26">56%</td>
<td class="xl26">19%</td>
<td class="xl26">17%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">274</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Waterville School District</td>
<td class="xl26">56%</td>
<td class="xl26">14%</td>
<td class="xl26">19%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">275</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Niagara-Wheatfield School
District</td>
<td class="xl26">56%</td>
<td class="xl26">11%</td>
<td class="xl26">20%</td>
<td class="xl26">13%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">276</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Eden School District</td>
<td class="xl26">56%</td>
<td class="xl26">10%</td>
<td class="xl26">20%</td>
<td class="xl26">14%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">277</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Ogdensburg School District</td>
<td class="xl26">56%</td>
<td class="xl26">14%</td>
<td class="xl26">25%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">278</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Waterloo School District</td>
<td class="xl26">56%</td>
<td class="xl26">10%</td>
<td class="xl26">16%</td>
<td class="xl26">19%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">279</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Canandaigua City School District</td>
<td class="xl26">56%</td>
<td class="xl26">19%</td>
<td class="xl26">18%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">280</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Averill Park Central School
District</td>
<td class="xl26">56%</td>
<td class="xl26">9%</td>
<td class="xl26">23%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">281</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Canton Central School District</td>
<td class="xl26">56%</td>
<td class="xl26">10%</td>
<td class="xl26">28%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">282</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Livonia School District</td>
<td class="xl26">56%</td>
<td class="xl26">11%</td>
<td class="xl26">21%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">283</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Tully School District</td>
<td class="xl26">56%</td>
<td class="xl26">15%</td>
<td class="xl26">18%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">284</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Voorheesville Central School
District</td>
<td class="xl26">56%</td>
<td class="xl26">12%</td>
<td class="xl26">23%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">285</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Brockport Central School
District</td>
<td class="xl26">56%</td>
<td class="xl26">11%</td>
<td class="xl26">25%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">286</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">East Syracuse-Minoa School
District</td>
<td class="xl26">56%</td>
<td class="xl26">10%</td>
<td class="xl26">28%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">287</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Croton-Harmon Union Free School
District</td>
<td class="xl26">56%</td>
<td class="xl26">18%</td>
<td class="xl26">16%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">288</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Central Islip Union Free School
District</td>
<td class="xl26">56%</td>
<td class="xl26">18%</td>
<td class="xl26">23%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">289</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">North Rose-Wolcott School
District</td>
<td class="xl26">56%</td>
<td class="xl26">17%</td>
<td class="xl26">19%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">290</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Phoenix School District</td>
<td class="xl26">56%</td>
<td class="xl26">11%</td>
<td class="xl26">20%</td>
<td class="xl26">13%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">291</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Friendship School District</td>
<td class="xl26">56%</td>
<td class="xl26">13%</td>
<td class="xl26">15%</td>
<td class="xl26">15%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">292</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Cincinnatus Central School
District</td>
<td class="xl26">56%</td>
<td class="xl26">10%</td>
<td class="xl26">21%</td>
<td class="xl26">13%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">293</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Attica Central School District</td>
<td class="xl26">56%</td>
<td class="xl26">13%</td>
<td class="xl26">19%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">294</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Northeastern Clinton School
District</td>
<td class="xl26">56%</td>
<td class="xl26">8%</td>
<td class="xl26">24%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">295</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Frewsburg School District</td>
<td class="xl26">56%</td>
<td class="xl26">13%</td>
<td class="xl26">19%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">296</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Little Flower School District</td>
<td class="xl26">56%</td>
<td class="xl26">16%</td>
<td class="xl26">27%</td>
<td class="xl26">1%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">297</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Prattsburgh School District</td>
<td class="xl26">56%</td>
<td class="xl26">15%</td>
<td class="xl26">20%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">298</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Bridgehampton Union Free School
District</td>
<td class="xl26">56%</td>
<td class="xl26">24%</td>
<td class="xl26">19%</td>
<td class="xl26">1%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">299</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Niskayuna School District</td>
<td class="xl26">56%</td>
<td class="xl26">11%</td>
<td class="xl26">19%</td>
<td class="xl26">13%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">300</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Whitesville School District</td>
<td class="xl26">56%</td>
<td class="xl26">10%</td>
<td class="xl26">17%</td>
<td class="xl26">16%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">301</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">West Irondequoit School District</td>
<td class="xl26">56%</td>
<td class="xl26">14%</td>
<td class="xl26">23%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">302</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Northeast School District</td>
<td class="xl26">56%</td>
<td class="xl26">10%</td>
<td class="xl26">24%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">303</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Marcellus School District</td>
<td class="xl26">57%</td>
<td class="xl26">11%</td>
<td class="xl26">22%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">304</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Spencerport School District</td>
<td class="xl26">57%</td>
<td class="xl26">12%</td>
<td class="xl26">22%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">305</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Charlotte Valley Central School
District</td>
<td class="xl26">57%</td>
<td class="xl26">14%</td>
<td class="xl26">18%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">306</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Newfield School District</td>
<td class="xl26">57%</td>
<td class="xl26">10%</td>
<td class="xl26">19%</td>
<td class="xl26">14%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">307</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Parishville-Hopkinton School
District</td>
<td class="xl26">57%</td>
<td class="xl26">11%</td>
<td class="xl26">22%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">308</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Sayville School District</td>
<td class="xl26">57%</td>
<td class="xl26">19%</td>
<td class="xl26">19%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">309</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Fort Edward School District</td>
<td class="xl26">57%</td>
<td class="xl26">10%</td>
<td class="xl26">23%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">310</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">North Warren School District</td>
<td class="xl26">57%</td>
<td class="xl26">10%</td>
<td class="xl26">25%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">311</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Green Island School District</td>
<td class="xl26">57%</td>
<td class="xl26">12%</td>
<td class="xl26">18%</td>
<td class="xl26">13%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">312</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">York School District</td>
<td class="xl26">57%</td>
<td class="xl26">13%</td>
<td class="xl26">19%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">313</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Germantown School District</td>
<td class="xl26">57%</td>
<td class="xl26">11%</td>
<td class="xl26">24%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">314</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Pleasantville School District</td>
<td class="xl26">57%</td>
<td class="xl26">14%</td>
<td class="xl26">20%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">315</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Camden Central School District</td>
<td class="xl26">57%</td>
<td class="xl26">15%</td>
<td class="xl26">17%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">316</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Scio School District</td>
<td class="xl26">57%</td>
<td class="xl26">15%</td>
<td class="xl26">18%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">317</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Hoosick Falls School District</td>
<td class="xl26">57%</td>
<td class="xl26">11%</td>
<td class="xl26">25%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">318</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Medina School District</td>
<td class="xl26">57%</td>
<td class="xl26">14%</td>
<td class="xl26">20%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">319</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Bolton Central School District</td>
<td class="xl26">57%</td>
<td class="xl26">15%</td>
<td class="xl26">23%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">320</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">East Hampton School District</td>
<td class="xl26">57%</td>
<td class="xl26">12%</td>
<td class="xl26">22%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">321</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Troy School District</td>
<td class="xl26">57%</td>
<td class="xl26">23%</td>
<td class="xl26">15%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">322</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Olean School District</td>
<td class="xl26">57%</td>
<td class="xl26">20%</td>
<td class="xl26">16%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">323</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Sherman School District</td>
<td class="xl26">57%</td>
<td class="xl26">12%</td>
<td class="xl26">21%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">324</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Hinsdale School District</td>
<td class="xl26">57%</td>
<td class="xl26">16%</td>
<td class="xl26">16%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">325</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Eldred School District</td>
<td class="xl26">57%</td>
<td class="xl26">15%</td>
<td class="xl26">19%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">326</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Alexandria Central School
District</td>
<td class="xl26">57%</td>
<td class="xl26">11%</td>
<td class="xl26">25%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">327</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Homer School District</td>
<td class="xl26">57%</td>
<td class="xl26">11%</td>
<td class="xl26">20%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">328</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Garden City School District</td>
<td class="xl26">57%</td>
<td class="xl26">19%</td>
<td class="xl26">21%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">329</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Center Moriches School District</td>
<td class="xl26">57%</td>
<td class="xl26">16%</td>
<td class="xl26">20%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">330</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Milford School District</td>
<td class="xl26">57%</td>
<td class="xl26">13%</td>
<td class="xl26">24%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">331</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Oneonta School District</td>
<td class="xl26">57%</td>
<td class="xl26">10%</td>
<td class="xl26">23%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">332</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Springville-Griffith Institute
School District</td>
<td class="xl26">57%</td>
<td class="xl26">16%</td>
<td class="xl26">20%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">333</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Andover Central School District</td>
<td class="xl26">57%</td>
<td class="xl26">14%</td>
<td class="xl26">17%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">334</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Lisbon School District</td>
<td class="xl26">57%</td>
<td class="xl26">13%</td>
<td class="xl26">24%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">335</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Corning City School District</td>
<td class="xl26">57%</td>
<td class="xl26">11%</td>
<td class="xl26">24%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">336</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Johnsburg School District</td>
<td class="xl26">57%</td>
<td class="xl26">11%</td>
<td class="xl26">26%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">337</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Kenmore-Town Of Tonawanda School
District</td>
<td class="xl26">57%</td>
<td class="xl26">21%</td>
<td class="xl26">17%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">338</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Pittsford School District</td>
<td class="xl26">57%</td>
<td class="xl26">11%</td>
<td class="xl26">24%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">339</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">William Floyd School District</td>
<td class="xl26">57%</td>
<td class="xl26">13%</td>
<td class="xl26">21%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">340</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Gouverneur School District</td>
<td class="xl26">57%</td>
<td class="xl26">13%</td>
<td class="xl26">22%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">341</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Le Roy School District</td>
<td class="xl26">57%</td>
<td class="xl26">15%</td>
<td class="xl26">18%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">342</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Salamanca City School District</td>
<td class="xl26">57%</td>
<td class="xl26">10%</td>
<td class="xl26">20%</td>
<td class="xl26">13%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">343</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Depew School District</td>
<td class="xl26">57%</td>
<td class="xl26">10%</td>
<td class="xl26">22%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">344</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Naples School District</td>
<td class="xl26">57%</td>
<td class="xl26">16%</td>
<td class="xl26">19%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">345</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Newfane School District</td>
<td class="xl26">57%</td>
<td class="xl26">11%</td>
<td class="xl26">23%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">346</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Oneida School District</td>
<td class="xl26">58%</td>
<td class="xl26">12%</td>
<td class="xl26">23%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">347</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Letchworth School District</td>
<td class="xl26">58%</td>
<td class="xl26">14%</td>
<td class="xl26">21%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">348</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Pawling School District</td>
<td class="xl26">58%</td>
<td class="xl26">11%</td>
<td class="xl26">24%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">349</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">East Bloomfield School District</td>
<td class="xl26">58%</td>
<td class="xl26">10%</td>
<td class="xl26">19%</td>
<td class="xl26">14%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">350</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Jefferson School District</td>
<td class="xl26">58%</td>
<td class="xl26">15%</td>
<td class="xl26">21%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">351</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Fulton School District</td>
<td class="xl26">58%</td>
<td class="xl26">19%</td>
<td class="xl26">18%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">352</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Lake George School District</td>
<td class="xl26">58%</td>
<td class="xl26">11%</td>
<td class="xl26">28%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">353</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Randolph School District</td>
<td class="xl26">58%</td>
<td class="xl26">12%</td>
<td class="xl26">20%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">354</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Central Square Central School
District</td>
<td class="xl26">58%</td>
<td class="xl26">11%</td>
<td class="xl26">23%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">355</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Salem School District</td>
<td class="xl26">58%</td>
<td class="xl26">18%</td>
<td class="xl26">20%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">356</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Fishers Island Union Free School
District</td>
<td class="xl26">58%</td>
<td class="xl26">20%</td>
<td class="xl26">19%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">357</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Fillmore School District</td>
<td class="xl26">58%</td>
<td class="xl26">9%</td>
<td class="xl26">18%</td>
<td class="xl26">15%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">358</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Perry School District</td>
<td class="xl26">58%</td>
<td class="xl26">13%</td>
<td class="xl26">16%</td>
<td class="xl26">13%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">359</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Fayetteville-Manlius School
District</td>
<td class="xl26">58%</td>
<td class="xl26">14%</td>
<td class="xl26">22%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">360</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Oakfield-Alabama School District</td>
<td class="xl26">58%</td>
<td class="xl26">12%</td>
<td class="xl26">19%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">361</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Shenendehowa School District</td>
<td class="xl26">58%</td>
<td class="xl26">10%</td>
<td class="xl26">25%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">362</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Hermon-De Kalb School District</td>
<td class="xl26">58%</td>
<td class="xl26">13%</td>
<td class="xl26">20%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">363</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Haverstraw-Stony Point School
District</td>
<td class="xl26">58%</td>
<td class="xl26">10%</td>
<td class="xl26">24%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">364</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Wilson School District</td>
<td class="xl26">58%</td>
<td class="xl26">16%</td>
<td class="xl26">18%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">365</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Marion School District</td>
<td class="xl26">58%</td>
<td class="xl26">11%</td>
<td class="xl26">21%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">366</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Fonda-Fultonville School
District</td>
<td class="xl26">58%</td>
<td class="xl26">12%</td>
<td class="xl26">22%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">367</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">New Paltz School District</td>
<td class="xl26">58%</td>
<td class="xl26">12%</td>
<td class="xl26">24%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">368</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Kinderhook School District</td>
<td class="xl26">58%</td>
<td class="xl26">10%</td>
<td class="xl26">26%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">369</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Bemus Point Central School
District</td>
<td class="xl26">58%</td>
<td class="xl26">11%</td>
<td class="xl26">20%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">370</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Sauquoit Valley School District</td>
<td class="xl26">58%</td>
<td class="xl26">11%</td>
<td class="xl26">20%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">371</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Roscoe School District</td>
<td class="xl26">58%</td>
<td class="xl26">16%</td>
<td class="xl26">21%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">372</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Burnt Hills-Ballston Lake
Central School District</td>
<td class="xl26">58%</td>
<td class="xl26">15%</td>
<td class="xl26">20%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">373</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Locust Valley School District</td>
<td class="xl26">58%</td>
<td class="xl26">19%</td>
<td class="xl26">18%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">374</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Saratoga Springs City School
District</td>
<td class="xl26">58%</td>
<td class="xl26">10%</td>
<td class="xl26">24%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">375</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Webb School District</td>
<td class="xl26">58%</td>
<td class="xl26">20%</td>
<td class="xl26">21%</td>
<td class="xl26">1%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">376</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Southold School District</td>
<td class="xl26">58%</td>
<td class="xl26">18%</td>
<td class="xl26">19%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">377</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Mattituck-Cutchogue School
District</td>
<td class="xl26">58%</td>
<td class="xl26">11%</td>
<td class="xl26">22%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">378</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Bainbridge-Guilford Central
School District</td>
<td class="xl26">58%</td>
<td class="xl26">15%</td>
<td class="xl26">19%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">379</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Byram Hills Central School
District</td>
<td class="xl26">58%</td>
<td class="xl26">11%</td>
<td class="xl26">20%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">380</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Wayland-Cohocton Central School
District</td>
<td class="xl26">58%</td>
<td class="xl26">11%</td>
<td class="xl26">19%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">381</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Tuxedo School District</td>
<td class="xl26">58%</td>
<td class="xl26">13%</td>
<td class="xl26">22%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">382</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">South Jefferson School District</td>
<td class="xl26">58%</td>
<td class="xl26">9%</td>
<td class="xl26">22%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">383</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Greenburgh Eleven School
District</td>
<td class="xl26">58%</td>
<td class="xl26">14%</td>
<td class="xl26">26%</td>
<td class="xl26">1%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">384</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">South Country School District</td>
<td class="xl26">58%</td>
<td class="xl26">12%</td>
<td class="xl26">21%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">385</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Groton School District</td>
<td class="xl26">58%</td>
<td class="xl26">9%</td>
<td class="xl26">19%</td>
<td class="xl26">13%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">386</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Rotterdam-Mohonasen School
District</td>
<td class="xl26">58%</td>
<td class="xl26">12%</td>
<td class="xl26">21%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">387</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Caledonia-Mumford Central School
District</td>
<td class="xl26">58%</td>
<td class="xl26">11%</td>
<td class="xl26">18%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">388</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">East Aurora School District</td>
<td class="xl26">58%</td>
<td class="xl26">15%</td>
<td class="xl26">19%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">389</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Malverne School District</td>
<td class="xl26">58%</td>
<td class="xl26">25%</td>
<td class="xl26">16%</td>
<td class="xl27">0.5%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">390</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">New Hyde Park-Garden City Park
School District</td>
<td class="xl26">58%</td>
<td class="xl26">12%</td>
<td class="xl26">23%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">391</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Indian Lake School District</td>
<td class="xl26">58%</td>
<td class="xl26">16%</td>
<td class="xl26">24%</td>
<td class="xl26">2%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">392</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Wyoming School District</td>
<td class="xl26">59%</td>
<td class="xl26">19%</td>
<td class="xl26">15%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">393</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Farmingdale School District</td>
<td class="xl26">59%</td>
<td class="xl26">12%</td>
<td class="xl26">20%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">394</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Allegany-Limestone Central
School District</td>
<td class="xl26">59%</td>
<td class="xl26">12%</td>
<td class="xl26">17%</td>
<td class="xl26">13%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">395</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Seneca Falls Central School
District</td>
<td class="xl26">59%</td>
<td class="xl26">17%</td>
<td class="xl26">17%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">396</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Falconer School District</td>
<td class="xl26">59%</td>
<td class="xl26">11%</td>
<td class="xl26">22%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">397</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Cairo-Durham Central School
District</td>
<td class="xl26">59%</td>
<td class="xl26">12%</td>
<td class="xl26">18%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">398</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Lakeland School District</td>
<td class="xl26">59%</td>
<td class="xl26">10%</td>
<td class="xl26">24%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">399</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Haldane School District</td>
<td class="xl26">59%</td>
<td class="xl26">13%</td>
<td class="xl26">22%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">400</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Honeoye School District</td>
<td class="xl26">59%</td>
<td class="xl26">11%</td>
<td class="xl26">21%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">401</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Trumansburg School District</td>
<td class="xl26">59%</td>
<td class="xl26">11%</td>
<td class="xl26">19%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">402</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Dobbs Ferry Union Free School
District</td>
<td class="xl26">59%</td>
<td class="xl26">17%</td>
<td class="xl26">19%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">403</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Palmyra-Macedon School District</td>
<td class="xl26">59%</td>
<td class="xl26">12%</td>
<td class="xl26">20%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">404</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Lyncourt School District</td>
<td class="xl26">59%</td>
<td class="xl26">14%</td>
<td class="xl26">19%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">405</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Highland School District</td>
<td class="xl26">59%</td>
<td class="xl26">8%</td>
<td class="xl26">25%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">406</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Beekmantown Central School
District</td>
<td class="xl26">59%</td>
<td class="xl26">8%</td>
<td class="xl26">26%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">407</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Waterford-Halfmoon School
District</td>
<td class="xl26">59%</td>
<td class="xl26">9%</td>
<td class="xl26">21%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">408</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Brocton Central School School
District</td>
<td class="xl26">59%</td>
<td class="xl26">10%</td>
<td class="xl26">18%</td>
<td class="xl26">13%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">409</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Arlington Central School
District</td>
<td class="xl26">59%</td>
<td class="xl26">9%</td>
<td class="xl26">24%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">410</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Brookfield Central School
District</td>
<td class="xl26">59%</td>
<td class="xl26">12%</td>
<td class="xl26">15%</td>
<td class="xl26">15%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">411</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Port Jervis School District</td>
<td class="xl26">59%</td>
<td class="xl26">20%</td>
<td class="xl26">18%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">412</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Warsaw School District</td>
<td class="xl26">59%</td>
<td class="xl26">11%</td>
<td class="xl26">17%</td>
<td class="xl26">13%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">413</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Poughkeepsie School District</td>
<td class="xl26">59%</td>
<td class="xl26">16%</td>
<td class="xl26">23%</td>
<td class="xl26">2%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">414</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Liberty School District</td>
<td class="xl26">59%</td>
<td class="xl26">13%</td>
<td class="xl26">21%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">415</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Tonawanda School District</td>
<td class="xl26">59%</td>
<td class="xl26">12%</td>
<td class="xl26">20%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">416</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">North Collins School District</td>
<td class="xl26">59%</td>
<td class="xl26">11%</td>
<td class="xl26">17%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">417</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Hilton School District</td>
<td class="xl26">59%</td>
<td class="xl26">9%</td>
<td class="xl26">21%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">418</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Warrensburg School District</td>
<td class="xl26">59%</td>
<td class="xl26">11%</td>
<td class="xl26">26%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">419</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Guilderland School District</td>
<td class="xl26">59%</td>
<td class="xl26">10%</td>
<td class="xl26">22%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">420</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Lafayette School District</td>
<td class="xl26">59%</td>
<td class="xl26">12%</td>
<td class="xl26">21%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">421</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Pine Plains School District</td>
<td class="xl26">59%</td>
<td class="xl26">10%</td>
<td class="xl26">26%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">422</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Irvington School District</td>
<td class="xl26">59%</td>
<td class="xl26">12%</td>
<td class="xl26">19%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">423</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Newburgh School District</td>
<td class="xl26">59%</td>
<td class="xl26">13%</td>
<td class="xl26">24%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">424</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Gorham-Middlesex Central School
District</td>
<td class="xl26">59%</td>
<td class="xl26">10%</td>
<td class="xl26">19%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">425</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Alden Central School District</td>
<td class="xl26">59%</td>
<td class="xl26">12%</td>
<td class="xl26">20%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">426</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Wheelerville School District</td>
<td class="xl26">59%</td>
<td class="xl26">15%</td>
<td class="xl26">19%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">427</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Shelter Island School District</td>
<td class="xl26">59%</td>
<td class="xl26">18%</td>
<td class="xl26">22%</td>
<td class="xl27">0.3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">428</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Corinth Central School District</td>
<td class="xl26">59%</td>
<td class="xl26">13%</td>
<td class="xl26">22%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">429</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">South Orangetown School District</td>
<td class="xl26">59%</td>
<td class="xl26">17%</td>
<td class="xl26">20%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">430</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Marlboro School District</td>
<td class="xl26">59%</td>
<td class="xl26">10%</td>
<td class="xl26">19%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">431</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">North Tonawanda School District</td>
<td class="xl26">59%</td>
<td class="xl26">16%</td>
<td class="xl26">18%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">432</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Sweet Home School District</td>
<td class="xl26">59%</td>
<td class="xl26">10%</td>
<td class="xl26">21%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">433</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Warwick Valley School District</td>
<td class="xl26">59%</td>
<td class="xl26">16%</td>
<td class="xl26">20%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">434</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Poland School District</td>
<td class="xl26">59%</td>
<td class="xl26">15%</td>
<td class="xl26">21%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">435</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Webster School District</td>
<td class="xl26">59%</td>
<td class="xl26">11%</td>
<td class="xl26">22%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">436</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">South Glens Falls School
District</td>
<td class="xl26">59%</td>
<td class="xl26">7%</td>
<td class="xl26">24%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">437</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Barker Central School District</td>
<td class="xl26">59%</td>
<td class="xl26">14%</td>
<td class="xl26">19%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">438</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Deer Park Union Free School
District</td>
<td class="xl26">60%</td>
<td class="xl26">16%</td>
<td class="xl26">22%</td>
<td class="xl26">2%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">439</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Carmel Central School District</td>
<td class="xl26">60%</td>
<td class="xl26">10%</td>
<td class="xl26">27%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">440</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Minisink Valley School District</td>
<td class="xl26">60%</td>
<td class="xl26">11%</td>
<td class="xl26">18%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">441</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Royalton-Hartland School
District</td>
<td class="xl26">60%</td>
<td class="xl26">14%</td>
<td class="xl26">18%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">442</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Niagara Falls School District</td>
<td class="xl26">60%</td>
<td class="xl26">10%</td>
<td class="xl26">20%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">443</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Fredonia School District</td>
<td class="xl26">60%</td>
<td class="xl26">10%</td>
<td class="xl26">19%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">444</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Amherst Central School District</td>
<td class="xl26">60%</td>
<td class="xl26">10%</td>
<td class="xl26">20%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">445</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Spackenkill School District</td>
<td class="xl26">60%</td>
<td class="xl26">14%</td>
<td class="xl26">23%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">446</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Westmoreland School District</td>
<td class="xl26">60%</td>
<td class="xl26">15%</td>
<td class="xl26">19%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">447</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Plattsburgh School District</td>
<td class="xl26">60%</td>
<td class="xl26">9%</td>
<td class="xl26">24%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">448</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Cheektowaga-Maryvale Union Free
School District</td>
<td class="xl26">60%</td>
<td class="xl26">11%</td>
<td class="xl26">20%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">449</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Port Jefferson School District</td>
<td class="xl26">60%</td>
<td class="xl26">13%</td>
<td class="xl26">23%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">450</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Harborfields School District</td>
<td class="xl26">60%</td>
<td class="xl26">15%</td>
<td class="xl26">20%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">451</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Rondout Valley School District</td>
<td class="xl26">60%</td>
<td class="xl26">10%</td>
<td class="xl26">23%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">452</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Westhampton Beach School
District</td>
<td class="xl26">60%</td>
<td class="xl26">11%</td>
<td class="xl26">19%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">453</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Red Hook School District</td>
<td class="xl26">60%</td>
<td class="xl26">9%</td>
<td class="xl26">24%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">454</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Livingston Manor School District</td>
<td class="xl26">60%</td>
<td class="xl26">17%</td>
<td class="xl26">19%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">455</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Pearl River School District</td>
<td class="xl26">60%</td>
<td class="xl26">16%</td>
<td class="xl26">18%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">456</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Greenville School District</td>
<td class="xl26">60%</td>
<td class="xl26">11%</td>
<td class="xl26">23%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">457</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Fairport School District</td>
<td class="xl26">60%</td>
<td class="xl26">11%</td>
<td class="xl26">23%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">458</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Penfield School District</td>
<td class="xl26">60%</td>
<td class="xl26">11%</td>
<td class="xl26">22%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">459</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Mechanicville School District</td>
<td class="xl26">60%</td>
<td class="xl26">12%</td>
<td class="xl26">20%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">460</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">White Plains School District</td>
<td class="xl26">60%</td>
<td class="xl26">12%</td>
<td class="xl26">21%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">461</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Dryden Central School District</td>
<td class="xl26">60%</td>
<td class="xl26">12%</td>
<td class="xl26">19%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">462</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Scotia-Glenville School District</td>
<td class="xl26">60%</td>
<td class="xl26">14%</td>
<td class="xl26">21%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">463</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Hauppauge School District</td>
<td class="xl26">60%</td>
<td class="xl26">14%</td>
<td class="xl26">21%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">464</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Ramapo School District</td>
<td class="xl26">60%</td>
<td class="xl26">15%</td>
<td class="xl26">20%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">465</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Remsen School District</td>
<td class="xl26">60%</td>
<td class="xl26">11%</td>
<td class="xl26">24%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">466</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Victor School District</td>
<td class="xl26">60%</td>
<td class="xl26">9%</td>
<td class="xl26">21%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">467</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Edgemont School District</td>
<td class="xl26">60%</td>
<td class="xl26">17%</td>
<td class="xl26">20%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">468</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Rhinebeck School District</td>
<td class="xl26">60%</td>
<td class="xl26">10%</td>
<td class="xl26">22%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">469</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">East Williston School District</td>
<td class="xl26">60%</td>
<td class="xl26">16%</td>
<td class="xl26">20%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">470</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Canastota Central School
District</td>
<td class="xl26">60%</td>
<td class="xl26">12%</td>
<td class="xl26">21%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">471</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Starpoint School District</td>
<td class="xl26">60%</td>
<td class="xl26">10%</td>
<td class="xl26">18%</td>
<td class="xl26">12%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">472</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Wappingers School District</td>
<td class="xl26">60%</td>
<td class="xl26">10%</td>
<td class="xl26">28%</td>
<td class="xl26">2%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">473</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Indian River School District</td>
<td class="xl26">60%</td>
<td class="xl26">12%</td>
<td class="xl26">19%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">474</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Monroe-Woodbury School District</td>
<td class="xl26">60%</td>
<td class="xl26">11%</td>
<td class="xl26">22%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">475</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Penn Yan School District</td>
<td class="xl26">60%</td>
<td class="xl26">13%</td>
<td class="xl26">19%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">476</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Mount Pleasant Cottage School
District</td>
<td class="xl26">60%</td>
<td class="xl26">10%</td>
<td class="xl26">29%</td>
<td class="xl26">1%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">477</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Wheatland-Chili School District</td>
<td class="xl26">60%</td>
<td class="xl26">11%</td>
<td class="xl26">22%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">478</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Watertown School District</td>
<td class="xl26">60%</td>
<td class="xl26">9%</td>
<td class="xl26">24%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">479</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Lansingburgh School District</td>
<td class="xl26">60%</td>
<td class="xl26">15%</td>
<td class="xl26">18%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">480</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">North Merrick School District</td>
<td class="xl26">60%</td>
<td class="xl26">17%</td>
<td class="xl26">22%</td>
<td class="xl27">0.0%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">481</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">South Huntington Union Free
School District</td>
<td class="xl26">60%</td>
<td class="xl26">17%</td>
<td class="xl26">19%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">482</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">North Babylon School District</td>
<td class="xl26">60%</td>
<td class="xl26">11%</td>
<td class="xl26">23%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">483</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">West Islip School District</td>
<td class="xl26">60%</td>
<td class="xl26">13%</td>
<td class="xl26">20%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">484</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Whitehall School District</td>
<td class="xl26">60%</td>
<td class="xl26">14%</td>
<td class="xl26">24%</td>
<td class="xl26">2%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">485</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Duanesburg School District</td>
<td class="xl26">60%</td>
<td class="xl26">12%</td>
<td class="xl26">20%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">486</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Lancaster School District</td>
<td class="xl26">60%</td>
<td class="xl26">10%</td>
<td class="xl26">23%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">487</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">North Salem School District</td>
<td class="xl26">60%</td>
<td class="xl26">12%</td>
<td class="xl26">23%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">488</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Cleveland Hill Union Free School
District</td>
<td class="xl26">60%</td>
<td class="xl26">10%</td>
<td class="xl26">18%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">489</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Forestville School District</td>
<td class="xl26">60%</td>
<td class="xl26">13%</td>
<td class="xl26">17%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">490</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Batavia City School District</td>
<td class="xl26">60%</td>
<td class="xl26">10%</td>
<td class="xl26">19%</td>
<td class="xl26">11%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">491</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Auburn City School District</td>
<td class="xl26">60%</td>
<td class="xl26">9%</td>
<td class="xl26">21%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">492</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Island Trees School District</td>
<td class="xl26">60%</td>
<td class="xl26">18%</td>
<td class="xl26">18%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">493</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Wyandanch School District</td>
<td class="xl26">60%</td>
<td class="xl26">12%</td>
<td class="xl26">24%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">494</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">West Babylon School District</td>
<td class="xl26">60%</td>
<td class="xl26">12%</td>
<td class="xl26">24%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">495</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Union Free School District of
The Tarrytowns School District</td>
<td class="xl26">60%</td>
<td class="xl26">11%</td>
<td class="xl26">19%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">496</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Peekskill City School District</td>
<td class="xl26">60%</td>
<td class="xl26">14%</td>
<td class="xl26">19%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">497</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Clarence Central School District</td>
<td class="xl26">61%</td>
<td class="xl26">9%</td>
<td class="xl26">21%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">498</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Beacon City School District</td>
<td class="xl26">61%</td>
<td class="xl26">12%</td>
<td class="xl26">18%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">499</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Shoreham-Wading River School
District</td>
<td class="xl26">61%</td>
<td class="xl26">14%</td>
<td class="xl26">24%</td>
<td class="xl26">1%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">500</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Glens Falls City School District</td>
<td class="xl26">61%</td>
<td class="xl26">11%</td>
<td class="xl26">21%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">501</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Greece School District</td>
<td class="xl26">61%</td>
<td class="xl26">11%</td>
<td class="xl26">21%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">502</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Arkport Central School District</td>
<td class="xl26">61%</td>
<td class="xl26">13%</td>
<td class="xl26">17%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">503</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Silver Creek School District</td>
<td class="xl26">61%</td>
<td class="xl26">12%</td>
<td class="xl26">18%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">504</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">New York Mills School District</td>
<td class="xl26">61%</td>
<td class="xl26">14%</td>
<td class="xl26">18%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">505</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Three Village School District</td>
<td class="xl26">61%</td>
<td class="xl26">10%</td>
<td class="xl26">22%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">506</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Connetquot Central School
District</td>
<td class="xl26">61%</td>
<td class="xl26">11%</td>
<td class="xl26">22%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">507</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Ravena-Coeymans-Selkirk School
District</td>
<td class="xl26">61%</td>
<td class="xl26">9%</td>
<td class="xl26">21%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">508</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Bedford Central School District</td>
<td class="xl26">61%</td>
<td class="xl26">10%</td>
<td class="xl26">23%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">509</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Middle Country School District</td>
<td class="xl26">61%</td>
<td class="xl26">13%</td>
<td class="xl26">23%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">510</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Cheektowaga-Sloan Union Free
School District</td>
<td class="xl26">61%</td>
<td class="xl26">14%</td>
<td class="xl26">17%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">511</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Scarsdale School District</td>
<td class="xl26">61%</td>
<td class="xl26">10%</td>
<td class="xl26">22%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">512</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Utica City School District</td>
<td class="xl26">61%</td>
<td class="xl26">19%</td>
<td class="xl26">17%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">513</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">North Bellmore Union Free School
District</td>
<td class="xl26">61%</td>
<td class="xl26">19%</td>
<td class="xl26">19%</td>
<td class="xl26">1%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">514</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Cassadaga Valley Central School
District</td>
<td class="xl26">61%</td>
<td class="xl26">8%</td>
<td class="xl26">22%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">515</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Edinburg School District</td>
<td class="xl26">61%</td>
<td class="xl26">18%</td>
<td class="xl26">20%</td>
<td class="xl26">1%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">516</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Mount Vernon School District</td>
<td class="xl26">61%</td>
<td class="xl26">12%</td>
<td class="xl26">20%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">517</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">West Seneca School District</td>
<td class="xl26">61%</td>
<td class="xl26">14%</td>
<td class="xl26">20%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">518</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Hampton Bays School District</td>
<td class="xl26">61%</td>
<td class="xl26">10%</td>
<td class="xl26">19%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">519</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Wayne School District</td>
<td class="xl26">61%</td>
<td class="xl26">11%</td>
<td class="xl26">22%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">520</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Grand Island Central School
District</td>
<td class="xl26">61%</td>
<td class="xl26">11%</td>
<td class="xl26">23%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">521</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Gates-Chili School District</td>
<td class="xl26">61%</td>
<td class="xl26">10%</td>
<td class="xl26">21%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">522</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">New Rochelle School District</td>
<td class="xl26">61%</td>
<td class="xl26">14%</td>
<td class="xl26">20%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">523</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Hyde Park School District</td>
<td class="xl26">61%</td>
<td class="xl26">10%</td>
<td class="xl26">24%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">524</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">East Rockaway School District</td>
<td class="xl26">61%</td>
<td class="xl26">12%</td>
<td class="xl26">19%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">525</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Briarcliff Manor Union Free
School District</td>
<td class="xl26">61%</td>
<td class="xl26">13%</td>
<td class="xl26">18%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">526</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Patchogue-Medford School
District</td>
<td class="xl26">61%</td>
<td class="xl26">11%</td>
<td class="xl26">20%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">527</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Sag Harbor School District</td>
<td class="xl26">61%</td>
<td class="xl26">12%</td>
<td class="xl26">21%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">528</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Pelham School District</td>
<td class="xl26">61%</td>
<td class="xl26">11%</td>
<td class="xl26">21%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">529</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">West Genesee School District</td>
<td class="xl26">61%</td>
<td class="xl26">9%</td>
<td class="xl26">22%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">530</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Washingtonville School District</td>
<td class="xl26">61%</td>
<td class="xl26">10%</td>
<td class="xl26">23%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">531</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Dolgeville Central School
District</td>
<td class="xl26">61%</td>
<td class="xl26">9%</td>
<td class="xl26">22%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">532</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Westfield School District</td>
<td class="xl26">61%</td>
<td class="xl26">12%</td>
<td class="xl26">23%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">533</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Argyle Central School District</td>
<td class="xl26">61%</td>
<td class="xl26">11%</td>
<td class="xl26">23%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">534</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Sachem School District</td>
<td class="xl26">61%</td>
<td class="xl26">11%</td>
<td class="xl26">20%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">535</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Ellenville School District</td>
<td class="xl26">62%</td>
<td class="xl26">13%</td>
<td class="xl26">21%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">536</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Somers School District</td>
<td class="xl26">62%</td>
<td class="xl26">9%</td>
<td class="xl26">22%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">537</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Blind Brook-Rye Union Free
School District</td>
<td class="xl26">62%</td>
<td class="xl26">11%</td>
<td class="xl26">20%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">538</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Plainedge School District</td>
<td class="xl26">62%</td>
<td class="xl26">12%</td>
<td class="xl26">20%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">539</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Kings Park School District</td>
<td class="xl26">62%</td>
<td class="xl26">11%</td>
<td class="xl26">24%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">540</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Hewlett-Woodmere School District</td>
<td class="xl26">62%</td>
<td class="xl26">14%</td>
<td class="xl26">19%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">541</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Williamsville Central School
District</td>
<td class="xl26">62%</td>
<td class="xl26">17%</td>
<td class="xl26">19%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">542</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">North Colonie Central School
District</td>
<td class="xl26">62%</td>
<td class="xl26">12%</td>
<td class="xl26">22%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">543</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Cheektowaga Central School
District</td>
<td class="xl26">62%</td>
<td class="xl26">10%</td>
<td class="xl26">19%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">544</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Bayport-Blue Point Union Free
School District</td>
<td class="xl26">62%</td>
<td class="xl26">11%</td>
<td class="xl26">21%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">545</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Williamson School District</td>
<td class="xl26">62%</td>
<td class="xl26">10%</td>
<td class="xl26">21%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">546</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Orchard Park School District</td>
<td class="xl26">62%</td>
<td class="xl26">14%</td>
<td class="xl26">19%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">547</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Brighton Central School District</td>
<td class="xl26">62%</td>
<td class="xl26">11%</td>
<td class="xl26">24%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">548</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Albion Central School District</td>
<td class="xl26">62%</td>
<td class="xl26">10%</td>
<td class="xl26">21%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">549</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Great Neck School District</td>
<td class="xl26">62%</td>
<td class="xl26">13%</td>
<td class="xl26">22%</td>
<td class="xl26">2%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">550</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Greenburgh-North Castle Union
Free School District</td>
<td class="xl26">62%</td>
<td class="xl26">13%</td>
<td class="xl26">23%</td>
<td class="xl26">1%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">551</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Chester Union Free School
District</td>
<td class="xl26">62%</td>
<td class="xl26">10%</td>
<td class="xl26">19%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">552</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Ellicottville School District</td>
<td class="xl26">62%</td>
<td class="xl26">14%</td>
<td class="xl26">19%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">553</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Ardsley Union Free School
District</td>
<td class="xl26">62%</td>
<td class="xl26">9%</td>
<td class="xl26">21%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">554</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Fallsburg School District</td>
<td class="xl26">62%</td>
<td class="xl26">14%</td>
<td class="xl26">23%</td>
<td class="xl26">2%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">555</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Cold Spring Harbor Central
School District</td>
<td class="xl26">62%</td>
<td class="xl26">13%</td>
<td class="xl26">20%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">556</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Half Hollow Hills School
District</td>
<td class="xl26">62%</td>
<td class="xl26">12%</td>
<td class="xl26">22%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">557</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Oyster Bay-East Norwich School
District</td>
<td class="xl26">62%</td>
<td class="xl26">13%</td>
<td class="xl26">19%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">558</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Goshen School District</td>
<td class="xl26">62%</td>
<td class="xl26">12%</td>
<td class="xl26">22%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">559</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Chappaqua Central School
District</td>
<td class="xl26">62%</td>
<td class="xl26">14%</td>
<td class="xl26">20%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">560</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">North Shore School District</td>
<td class="xl26">62%</td>
<td class="xl26">12%</td>
<td class="xl26">21%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">561</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Tuckahoe School District</td>
<td class="xl26">63%</td>
<td class="xl26">11%</td>
<td class="xl26">18%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">562</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Rye Neck School District</td>
<td class="xl26">63%</td>
<td class="xl26">13%</td>
<td class="xl26">20%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">563</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Brentwood Union Free School
District</td>
<td class="xl26">63%</td>
<td class="xl26">12%</td>
<td class="xl26">22%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">564</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Harpursville School District</td>
<td class="xl26">63%</td>
<td class="xl26">8%</td>
<td class="xl26">24%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">565</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">East Islip School District</td>
<td class="xl26">63%</td>
<td class="xl26">9%</td>
<td class="xl26">22%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">566</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Ossining School District</td>
<td class="xl26">63%</td>
<td class="xl26">10%</td>
<td class="xl26">24%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">567</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Hendrick Hudson School District</td>
<td class="xl26">63%</td>
<td class="xl26">10%</td>
<td class="xl26">21%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">568</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Bethpage Union Free School
District</td>
<td class="xl26">63%</td>
<td class="xl26">14%</td>
<td class="xl26">19%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">569</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Valley Stream Thirty School
District</td>
<td class="xl26">63%</td>
<td class="xl26">15%</td>
<td class="xl26">21%</td>
<td class="xl26">2%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">570</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Florida School District</td>
<td class="xl26">63%</td>
<td class="xl26">11%</td>
<td class="xl26">20%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">571</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Smithtown School District</td>
<td class="xl26">63%</td>
<td class="xl26">10%</td>
<td class="xl26">21%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">572</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Lyons School District</td>
<td class="xl26">63%</td>
<td class="xl26">12%</td>
<td class="xl26">19%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">573</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Yonkers School District</td>
<td class="xl26">63%</td>
<td class="xl26">9%</td>
<td class="xl26">24%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">574</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Valhalla School District</td>
<td class="xl26">63%</td>
<td class="xl26">12%</td>
<td class="xl26">21%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">575</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Mahopac School District</td>
<td class="xl26">63%</td>
<td class="xl26">10%</td>
<td class="xl26">23%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">576</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Watervliet School District</td>
<td class="xl26">63%</td>
<td class="xl26">10%</td>
<td class="xl26">20%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">577</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Saugerties School District</td>
<td class="xl26">63%</td>
<td class="xl26">8%</td>
<td class="xl26">24%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">578</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Tri-Valley School District</td>
<td class="xl26">63%</td>
<td class="xl26">11%</td>
<td class="xl26">21%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">579</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Mount Pleasant School District</td>
<td class="xl26">63%</td>
<td class="xl26">11%</td>
<td class="xl26">20%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">580</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Lewiston-Porter School District</td>
<td class="xl26">63%</td>
<td class="xl26">10%</td>
<td class="xl26">18%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">581</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Port Washington School District</td>
<td class="xl26">63%</td>
<td class="xl26">9%</td>
<td class="xl26">23%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">582</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Saranac School District</td>
<td class="xl26">63%</td>
<td class="xl26">9%</td>
<td class="xl26">24%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">583</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Yorktown School District</td>
<td class="xl26">63%</td>
<td class="xl26">12%</td>
<td class="xl26">19%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">584</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Kingston School District</td>
<td class="xl26">63%</td>
<td class="xl26">9%</td>
<td class="xl26">26%</td>
<td class="xl26">2%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">585</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Elwood School District</td>
<td class="xl26">63%</td>
<td class="xl26">11%</td>
<td class="xl26">22%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">586</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Onteora School District</td>
<td class="xl26">63%</td>
<td class="xl26">9%</td>
<td class="xl26">26%</td>
<td class="xl26">1%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">587</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Rye School District</td>
<td class="xl26">63%</td>
<td class="xl26">10%</td>
<td class="xl26">21%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">588</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Bellmore Union Free School
District</td>
<td class="xl26">63%</td>
<td class="xl26">11%</td>
<td class="xl26">22%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">589</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Elmont School District</td>
<td class="xl26">63%</td>
<td class="xl26">12%</td>
<td class="xl26">21%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">590</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Cornwall Central School District</td>
<td class="xl26">63%</td>
<td class="xl26">11%</td>
<td class="xl26">20%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">591</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Floral Park-Bellerose School
District</td>
<td class="xl26">63%</td>
<td class="xl26">13%</td>
<td class="xl26">22%</td>
<td class="xl26">2%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">592</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Harrison School District</td>
<td class="xl26">63%</td>
<td class="xl26">12%</td>
<td class="xl26">22%</td>
<td class="xl26">2%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">593</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Lockport School District</td>
<td class="xl26">64%</td>
<td class="xl26">14%</td>
<td class="xl26">20%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">594</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Islip School District</td>
<td class="xl26">64%</td>
<td class="xl26">13%</td>
<td class="xl26">18%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">595</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Greenburgh Central School
District</td>
<td class="xl26">64%</td>
<td class="xl26">15%</td>
<td class="xl26">20%</td>
<td class="xl26">1%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">596</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Mineola School District</td>
<td class="xl26">64%</td>
<td class="xl26">12%</td>
<td class="xl26">21%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">597</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Lindenhurst School District</td>
<td class="xl26">64%</td>
<td class="xl26">11%</td>
<td class="xl26">22%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">598</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Putnam Valley School District</td>
<td class="xl26">64%</td>
<td class="xl26">9%</td>
<td class="xl26">21%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">599</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Wynantskill School District</td>
<td class="xl26">64%</td>
<td class="xl26">13%</td>
<td class="xl26">16%</td>
<td class="xl26">8%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">600</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Kendall School District</td>
<td class="xl26">64%</td>
<td class="xl26">10%</td>
<td class="xl26">18%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">601</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">George Junior Republic School
District</td>
<td class="xl26">64%</td>
<td class="xl26">15%</td>
<td class="xl26">21%</td>
<td class="xl27">0.0%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">602</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Manhasset School District</td>
<td class="xl26">64%</td>
<td class="xl26">10%</td>
<td class="xl26">21%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">603</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">South Colonie Central School
District</td>
<td class="xl26">64%</td>
<td class="xl26">8%</td>
<td class="xl26">22%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">604</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Lynbrook School District</td>
<td class="xl26">64%</td>
<td class="xl26">13%</td>
<td class="xl26">21%</td>
<td class="xl26">2%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">605</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Frontier School District</td>
<td class="xl26">64%</td>
<td class="xl26">10%</td>
<td class="xl26">21%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">606</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Garrison School District</td>
<td class="xl26">64%</td>
<td class="xl26">13%</td>
<td class="xl26">18%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">607</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Massapequa School District</td>
<td class="xl26">64%</td>
<td class="xl26">9%</td>
<td class="xl26">20%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">608</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Herricks School District</td>
<td class="xl26">64%</td>
<td class="xl26">10%</td>
<td class="xl26">22%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">609</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Jamesville-Dewitt School
District</td>
<td class="xl26">64%</td>
<td class="xl26">8%</td>
<td class="xl26">23%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">610</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Monticello School District</td>
<td class="xl26">64%</td>
<td class="xl26">8%</td>
<td class="xl26">21%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">611</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Eastchester School District</td>
<td class="xl26">64%</td>
<td class="xl26">11%</td>
<td class="xl26">21%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">612</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Highland Falls-Fort Montgomery
School District</td>
<td class="xl26">64%</td>
<td class="xl26">13%</td>
<td class="xl26">17%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">613</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Dover Union Free School District</td>
<td class="xl26">64%</td>
<td class="xl26">12%</td>
<td class="xl26">19%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">614</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Romulus School District</td>
<td class="xl26">64%</td>
<td class="xl26">11%</td>
<td class="xl26">16%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">615</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Merrick School District</td>
<td class="xl26">64%</td>
<td class="xl26">12%</td>
<td class="xl26">20%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">616</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Commack Union Free School
District</td>
<td class="xl26">64%</td>
<td class="xl26">11%</td>
<td class="xl26">20%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">617</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Kiryas Joel Village Union Free
School District</td>
<td class="xl26">64%</td>
<td class="xl26">10%</td>
<td class="xl26">21%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">618</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Longwood School District</td>
<td class="xl26">64%</td>
<td class="xl26">10%</td>
<td class="xl26">19%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">619</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Carle Place School District</td>
<td class="xl26">65%</td>
<td class="xl26">11%</td>
<td class="xl26">20%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">620</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Berlin Central School District</td>
<td class="xl26">65%</td>
<td class="xl26">11%</td>
<td class="xl26">22%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">621</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Syosset School District</td>
<td class="xl26">65%</td>
<td class="xl26">10%</td>
<td class="xl26">23%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">622</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Hicksville School District</td>
<td class="xl26">65%</td>
<td class="xl26">11%</td>
<td class="xl26">21%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">623</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Wantagh School District</td>
<td class="xl26">65%</td>
<td class="xl26">10%</td>
<td class="xl26">21%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">624</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Millbrook School District</td>
<td class="xl26">65%</td>
<td class="xl26">12%</td>
<td class="xl26">17%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">625</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Northport-East Northport School
District</td>
<td class="xl26">65%</td>
<td class="xl26">11%</td>
<td class="xl26">22%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">626</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Hastings-On-Hudson School
District</td>
<td class="xl26">65%</td>
<td class="xl26">11%</td>
<td class="xl26">21%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">627</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Rocky Point School District</td>
<td class="xl26">65%</td>
<td class="xl26">12%</td>
<td class="xl26">18%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">628</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Babylon Union Free School
District</td>
<td class="xl26">65%</td>
<td class="xl26">10%</td>
<td class="xl26">19%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">629</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Amagansett Union Free School
District</td>
<td class="xl26">65%</td>
<td class="xl26">14%</td>
<td class="xl26">17%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">630</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Yorkshire-Pioneer School
District</td>
<td class="xl26">65%</td>
<td class="xl26">13%</td>
<td class="xl26">16%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">631</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Franklin Square School District</td>
<td class="xl26">65%</td>
<td class="xl26">9%</td>
<td class="xl26">21%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">632</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Hamburg School District</td>
<td class="xl26">65%</td>
<td class="xl26">12%</td>
<td class="xl26">19%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">633</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Rockville Centre School District</td>
<td class="xl26">65%</td>
<td class="xl26">9%</td>
<td class="xl26">22%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">634</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Clarkstown Central School
District</td>
<td class="xl26">65%</td>
<td class="xl26">10%</td>
<td class="xl26">20%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">635</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Pine Bush School District</td>
<td class="xl26">66%</td>
<td class="xl26">10%</td>
<td class="xl26">19%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">636</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Albany City School District</td>
<td class="xl26">66%</td>
<td class="xl26">8%</td>
<td class="xl26">18%</td>
<td class="xl26">9%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">637</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Nyack School District</td>
<td class="xl26">66%</td>
<td class="xl26">11%</td>
<td class="xl26">19%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">638</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Wallkill School District</td>
<td class="xl26">66%</td>
<td class="xl26">8%</td>
<td class="xl26">22%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">639</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">West Hempstead School District</td>
<td class="xl26">66%</td>
<td class="xl26">12%</td>
<td class="xl26">21%</td>
<td class="xl26">2%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">640</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Oceanside School District</td>
<td class="xl26">66%</td>
<td class="xl26">9%</td>
<td class="xl26">21%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">641</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Glen Cove School District</td>
<td class="xl26">66%</td>
<td class="xl26">12%</td>
<td class="xl26">21%</td>
<td class="xl26">1%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">642</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Rochester School District</td>
<td class="xl26">66%</td>
<td class="xl26">9%</td>
<td class="xl26">21%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">643</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">East Meadow Union Free School
District</td>
<td class="xl26">66%</td>
<td class="xl26">10%</td>
<td class="xl26">20%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">644</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Bay Shore Union Free School
District</td>
<td class="xl26">66%</td>
<td class="xl26">8%</td>
<td class="xl26">20%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">645</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Riverhead School District</td>
<td class="xl26">66%</td>
<td class="xl26">10%</td>
<td class="xl26">21%</td>
<td class="xl26">2%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">646</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Rush-Henrietta School District</td>
<td class="xl26">66%</td>
<td class="xl26">10%</td>
<td class="xl26">22%</td>
<td class="xl26">2%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">647</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Plainview-Old Bethpage School
District</td>
<td class="xl26">66%</td>
<td class="xl26">11%</td>
<td class="xl26">20%</td>
<td class="xl26">2%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">648</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Mount Sinai School District</td>
<td class="xl26">66%</td>
<td class="xl26">13%</td>
<td class="xl26">16%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">649</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Putnam School District</td>
<td class="xl26">66%</td>
<td class="xl26">19%</td>
<td class="xl26">15%</td>
<td class="xl27">0.2%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">650</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Huntington School District</td>
<td class="xl26">66%</td>
<td class="xl26">9%</td>
<td class="xl26">23%</td>
<td class="xl26">1%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">651</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Quogue School District</td>
<td class="xl26">66%</td>
<td class="xl26">14%</td>
<td class="xl26">17%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">652</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Levittown School District</td>
<td class="xl26">67%</td>
<td class="xl26">9%</td>
<td class="xl26">21%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">653</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Port Chester-Rye School District</td>
<td class="xl26">67%</td>
<td class="xl26">9%</td>
<td class="xl26">19%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">654</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Brookhaven-Comsewogue School
District</td>
<td class="xl26">67%</td>
<td class="xl26">10%</td>
<td class="xl26">20%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">655</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Seaford Union Free School
District</td>
<td class="xl26">67%</td>
<td class="xl26">9%</td>
<td class="xl26">23%</td>
<td class="xl26">1%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">656</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Bellmore-Merrick Central High
School District</td>
<td class="xl26">67%</td>
<td class="xl26">11%</td>
<td class="xl26">21%</td>
<td class="xl27">0.2%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">657</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Valley Stream School District</td>
<td class="xl26">67%</td>
<td class="xl26">12%</td>
<td class="xl26">18%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">658</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Valley Stream Twenty-Four School
District</td>
<td class="xl26">67%</td>
<td class="xl26">12%</td>
<td class="xl26">20%</td>
<td class="xl26">1%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">659</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Baldwin Union Free School
District</td>
<td class="xl26">68%</td>
<td class="xl26">10%</td>
<td class="xl26">19%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">660</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Schenectady School District</td>
<td class="xl26">68%</td>
<td class="xl26">10%</td>
<td class="xl26">18%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">661</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Hempstead School District</td>
<td class="xl26">68%</td>
<td class="xl26">12%</td>
<td class="xl26">19%</td>
<td class="xl26">1%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">662</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Jericho School District</td>
<td class="xl26">68%</td>
<td class="xl26">10%</td>
<td class="xl26">20%</td>
<td class="xl26">2%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">663</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Valley Central School District</td>
<td class="xl26">68%</td>
<td class="xl26">9%</td>
<td class="xl26">20%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">664</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Menands School District</td>
<td class="xl26">68%</td>
<td class="xl26">12%</td>
<td class="xl26">13%</td>
<td class="xl26">6%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">665</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Greenwood Lake School District</td>
<td class="xl26">68%</td>
<td class="xl26">9%</td>
<td class="xl26">19%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="30" style="height: 22.5pt;">
<td class="xl24" height="30" style="height: 22.5pt;">666</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Cattaraugus-Little Valley
Central School District</td>
<td class="xl26">68%</td>
<td class="xl26">7%</td>
<td class="xl26">14%</td>
<td class="xl26">10%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">667</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Island Park School District</td>
<td class="xl26">69%</td>
<td class="xl26">13%</td>
<td class="xl26">15%</td>
<td class="xl26">4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">668</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Elmsford School District</td>
<td class="xl26">69%</td>
<td class="xl26">12%</td>
<td class="xl26">20%</td>
<td class="xl27">0.0%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">669</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Sewanhaka School District</td>
<td class="xl26">69%</td>
<td class="xl26">10%</td>
<td class="xl26">22%</td>
<td class="xl27">0.1%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">670</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Freeport School District</td>
<td class="xl26">69%</td>
<td class="xl26">9%</td>
<td class="xl26">20%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">671</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Uniondale Union Free School
District</td>
<td class="xl26">69%</td>
<td class="xl26">9%</td>
<td class="xl26">19%</td>
<td class="xl26">2%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">672</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Westbury School District</td>
<td class="xl26">70%</td>
<td class="xl26">9%</td>
<td class="xl26">19%</td>
<td class="xl26">2%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">673</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Lawrence School District</td>
<td class="xl26">70%</td>
<td class="xl26">10%</td>
<td class="xl26">20%</td>
<td class="xl27">0.4%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">674</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Valley Stream Thirteen School
District</td>
<td class="xl26">70%</td>
<td class="xl26">9%</td>
<td class="xl26">21%</td>
<td class="xl27">0.3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">675</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">North Greenbush School District</td>
<td class="xl26">70%</td>
<td class="xl26">9%</td>
<td class="xl26">6%</td>
<td class="xl26">15%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">676</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Tuckahoe Common School District</td>
<td class="xl26">70%</td>
<td class="xl26">13%</td>
<td class="xl26">14%</td>
<td class="xl26">2%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">677</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Lackawanna School District</td>
<td class="xl26">71%</td>
<td class="xl26">11%</td>
<td class="xl26">15%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">678</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">South Mountain-Hickory School
District</td>
<td class="xl26">71%</td>
<td class="xl26">7%</td>
<td class="xl26">0%</td>
<td class="xl26">22%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">679</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">East Ramapo Central School
District</td>
<td class="xl26">72%</td>
<td class="xl26">8%</td>
<td class="xl26">19%</td>
<td class="xl26">2%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">680</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Amityville Union Free School
District</td>
<td class="xl26">72%</td>
<td class="xl26">9%</td>
<td class="xl26">17%</td>
<td class="xl26">2%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">681</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">New Suffolk School District</td>
<td class="xl26">72%</td>
<td class="xl26">12%</td>
<td class="xl26">15%</td>
<td class="xl26">1%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">682</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Copiague Union Free School
District</td>
<td class="xl26">72%</td>
<td class="xl26">10%</td>
<td class="xl26">16%</td>
<td class="xl26">2%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">683</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">East Moriches School District</td>
<td class="xl26">73%</td>
<td class="xl26">8%</td>
<td class="xl26">11%</td>
<td class="xl26">7%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">684</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Glens Falls Common School
District</td>
<td class="xl26">74%</td>
<td class="xl26">12%</td>
<td class="xl26">12%</td>
<td class="xl26">2%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">685</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Montauk School District</td>
<td class="xl26">75%</td>
<td class="xl26">8%</td>
<td class="xl26">15%</td>
<td class="xl26">3%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">686</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Springs School District</td>
<td class="xl26">76%</td>
<td class="xl26">8%</td>
<td class="xl26">15%</td>
<td class="xl26">1%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">687</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Oysterponds School District</td>
<td class="xl26">76%</td>
<td class="xl26">10%</td>
<td class="xl26">13%</td>
<td class="xl27">0.1%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">688</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Remsenburg-Speonk School
District</td>
<td class="xl26">78%</td>
<td class="xl26">8%</td>
<td class="xl26">13%</td>
<td class="xl27">0.2%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">689</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Wainscott School District</td>
<td class="xl26">79%</td>
<td class="xl26">11%</td>
<td class="xl26">5%</td>
<td class="xl26">5%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">690</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Inlet School District</td>
<td class="xl26">79%</td>
<td class="xl26">8%</td>
<td class="xl26">11%</td>
<td class="xl26">2%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">691</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">Sagaponack School District</td>
<td class="xl26">80%</td>
<td class="xl26">9%</td>
<td class="xl26">10%</td>
<td class="xl27">0.0%</td>
</tr>
<tr align="center" height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;">692</td>
<td class="xl25" style="text-align: left; width: 147pt;" width="196">East Quogue School District</td>
<td class="xl26">83%</td>
<td class="xl26">5%</td>
<td class="xl26">10%</td>
<td class="xl26">3%</td>
</tr>
</tbody></table>
</center>
</div>
</div>
</div>
Economystifiedhttp://www.blogger.com/profile/13721219444051369880noreply@blogger.com2tag:blogger.com,1999:blog-5737450142880120395.post-25668695245901071662013-07-12T09:47:00.000-07:002013-07-12T09:47:59.947-07:00LiquidityOne night, I was out drinking with a few buddies of mine who were not economics majors (I was at the time). I stood up from our table and announced to the gentlemen assembled that I had a "<span style="color: #f1c232;"><abbr title="At the time, I thought that was funny, mostly because unnecessarily ornate words and phrases are funny...you know what, they still are.">liquidity issue to resolve</abbr></span>."<br />
<br />
I was looking for the ATM. My friends pointed me towards the bathroom.<br />
<br />
True story.<br />
<br />
What is "liquidity"? Why is it important? In this post, I'll give you a definition and a few working examples.<br />
<br />
On the surface, it might seem like a kinda boring, technical concept. But once you understand it, you'll see it actually comes up all the time - in a many ways, our entire financial system revolves around it!<br />
<br />
<br />
<div style="text-align: center;">
<u><b>Definition</b></u></div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
<a href="http://www.investopedia.com/" target="_blank">Investopedia</a> defines "<a href="http://www.investopedia.com/terms/l/liquidity.asp" target="_blank">liquidity</a>" as: </div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
<i>"The degree to which an asset or security can be bought or sold in the
market without affecting the asset's price. Liquidity is characterized
by a high level of trading activity. Assets that can be easily bought or
sold are known as liquid assets."</i></div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
Ick. Here's a much less messy way of understanding the idea<i>:</i></div>
<div style="text-align: left;">
<i><br /></i></div>
<div style="text-align: left;">
Think of money as something that either can be in a "solid" or a "liquid" state. "Liquid" money is money that can be sloshed around <i>RIGHT NOW</i>.<i> </i>It's cash in hand. </div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
"Solid" money has to be made "liquid" before it can change hands - before it can "flow". Solid money can be stuff like <span style="color: #f1c232;"><abbr title="I can take a chunk out of my bank account (a solid) at anytime and make liquid - by making a cash withdrawl.">checking accounts</abbr></span> or <span style="color: #f1c232;"><abbr title="Which convert the solid that is 'your future income' into a liquid - money available for spending today.">credit cards</abbr></span>, but could also be real estate, or a car, or a stock share, or other sellable asset - something that can be taken to market, sold, and converted to liquid, flowable cash. <br />
<br />
A debt owed to you is also "solid" money. If I write you an IOU for $50, yes, you could say that you have $50 more to your name. But you can't use that money until I make good on the loan, and convert your IOU from a solid to a liquid.<br />
<br />
<br />
<div style="text-align: center;">
<u><b>How "liquid"?</b></u> </div>
<br />
Any solid object can be melted down into a liquid. But some materials are harder to melt than others. Think of the energy and equipment needed to melt steel vs the energy and equipment needed to melt an ice cube. <br />
<br />
Bank accounts and future incomes are easily made liquid, all you need is an ATM card or a credit card respectively. Heck, at least where I live you can pay <i>with</i> your ATM card right at the register at <u><i>most</i></u> shops, permitting bank accounts to have the same liquidity as cash.<br />
<br />
But some assets are a little harder to melt down. How long will it take to sell that house? How much time do you need to convert that bond into cash? And if you sell it quick, will you get less for it than if you were to wait?<br />
<br />
An asset's degree of "liquidity", is not a hard and fixed quality. How liquid an asset is can vary over time, and in different situations and contexts.<br />
<br />
If a bank were to charge, for example, a dollar <i>every</i> time a customer pays for something with their debit card, debit cards will feel a little less liquid.<br />
<br />
Or what if I go on vacation somewhere we're very few people accept debit cards at the register? Or where no one takes my credit card? Just by changing my location, my wealth can become much less of a "liquid" than it was before.<br />
<br />
<div style="text-align: left;">
</div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: center;">
<u><b>The Financial Industry</b></u></div>
<div style="text-align: center;">
<br /></div>
<div style="text-align: left;">
Once you wrap your head around this "solid money"/"liquid money" concept, you'll realize that the main service of the financial industry is just resolving people's liquidity problems - and charging fees for doing so.</div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
Let's say that you put $1,000 in a <a href="http://www.investopedia.com/terms/c/certificateofdeposit.asp" target="_blank">CD</a> for one year. You can't touch that money for 12 months, and in return, the bank offers to <i>pay <u>you</u></i> 3% interest on the deposit (that'll be a $30 profit for you).</div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
On the other end of the operation, the bank will be loaning out your $1,000 - through business loans and credit cards - to me, a guy who is about to start a new business.<br />
<br />
Let's say the bank <i>charges <u>me</u> </i>5% interest (meaning I'll owe the bank $1,050 at years end). As long as my business has earned me $1,05<u><b>1</b></u>, I'll have made a profit, and that liquidity I got from the bank will have been a worthwhile purchase.</div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
So I'm paying a <span style="color: #f1c232;"><abbr title="The interest that I pay on my business loans and credit cards.">$50 fee</abbr></span> for having $1,000 cash made available to me. You get your promised $30, and the bank pockets $20 in the process.<br />
<br />
Really, all the bank is doing is selling me liquidity, and buying liquidity from you. <br />
<br />
You offer to make your personal wealth less liquid for a year (by putting it into a CD), in return for some payment from the bank (in this case, $30). I get more liquidity than I would have otherwise, and I pay a fee for it (in this case, $50).</div>
<div style="text-align: left;">
<br />
<br />
<div style="text-align: center;">
<b><u>But when it goes wrong...</u></b> </div>
</div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
The financial sector innovates by creating new sophisticated or specialized arrangements, ones ever fancier than the simple example I just gave. But in reality, they're all just variations on the theme.<br />
<br />
The financial industry designs, administers, and manages plans aimed at producing liquidity where there is deficit of it, and buying it up in places where <span style="color: #f1c232;"><abbr title="Picture a person staring at the big pile of cash they have lying around the house and thinking 'Gosh, I don't know what to do with this money! And it seems like such a waste to just be sitting on it, I don't need it and I know I can make some interest on it if I loan it out!' This person has a liquidity surplus.">its in surplus</abbr></span>.<br />
<br />
...or at least this is what the financial industry is <i>supposed</i> to do.<br />
<br />
Now, when works, it <i>does</i> provide a vital service to society. Imagine a world where you couldn't sell or buy liquidity. No student loans. No mortgages. No business loans. Everything must be paid in cash. <br />
<br />
In that world, it would be impossible for anyone to get ahead who wasn't already wealthy. Inequality would be permanent, and permanently growing.<br />
<br />
HOWEVER, if the <a href="http://economystified.blogspot.com/2011/03/is-recession-over.html" target="_blank">financial crisis</a> has taught us anything, its when these liquidity products break down, they can break down <u><i>catastrophically</i></u>.<br />
<br />
Throughout the 90s and early 2000s, regulators started 1) permitting the financial industry to create increasingly complicated plans for liquidity buying/selling (ie, more and more complex financial instruments); and 2) market them to a broader and broader public.<br />
<br />
In retrospect, the problem with doing that is clear - we <i><u><b>know</b></u></i> the value of liquid assets. If you want to know how much you cash is worth, just look at the little numbers in the corners.<br />
<br />
But the value money in a solid state is <u><b><i>always</i></b></u> an estimate. <i>We c<u><b>annot</b></u> know what our assets are truly worth until we sell them - until they have been "liquified." </i><br />
<br />
If you think you're house is worth $100k, and you can't find a buyer willing to offer more than $75k, then you are wrong to say "I got less then the house was worth." What you should be saying is "turns out the house was worth less than I thought!" You don't know the <i>real, usable</i> value of the house until its sold!!<br />
<br />
<br />
<div style="text-align: center;">
<u><b>"Liquidity" vs "Solvency"</b></u></div>
<div style="text-align: center;">
<br /></div>
<div style="text-align: left;">
How many hundreds of movies contain this line, or some variant of it:</div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
<i>"Tell your boss I can get the money!! I'm good for it! I just need some time!"</i></div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
Han
Solo said it to Greedo in Star Wars, Harry Zimm said it to Chili Palmer
in Get Shorty, Worm says it to that guy in Rounders...</div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
In economic jargon, the speaker is arguing that they are "solvent, but not sufficiently liquid."<br />
<br />
If a bank, company, person, government, etc. is said to be "solvent," that means that they are good for what they owe.</div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
However,
a solvent entity may be too "illiquid" to service their debts, meaning
they cannot produce the cash fast enough to pay up on time.</div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
During
the financial crisis, when banks, investors, corporations, and so on
were going belly up, the question was always whether or not the cause
was "liquidity or solvency." Translation: could the entity pay their
expenses if we wait, or is it just all a hopeless case?</div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
When a company receives a bailout from their govt, that govt is implying they believe the entity is just illiquid, not insolvent.<br />
<br />
That
is, the govt thinks the company just needs a little scratch to float
them through a rough patch. They expect the bail-out recipient will
eventually pay back the money, but they need some time to free up the
funds to do so (by selling off assets, collecting money owed to them,
whatever).<br />
<br />
A bailout given to an entity thought to be
insolvent, however, would be throwing good money after bad. It only
delays the inevitable collapse. Govts won't bail out
something they think is just going to crash again a little further down the road.<br />
<br />
If
the company isn't breaking even today, but will be tomorrow, its a
liquidity problem. If they aren't breaking even today, and never will be
again, the diagnosis should be "insolvency."<br />
<br />
<br /></div>
<div style="text-align: center;">
<b><u>The Financial Crisis</u></b> </div>
<br />
So we can kinda think of the recent financial collapse as being precipitated by a severe over-evaluation of <span style="color: #f1c232;"><abbr title="The money in a 'solid state'.">standing assets</abbr></span> in the financial industry.<br />
<br />
In short, everyone thought they were worth more than they actually were. And no one found out until the movie mobster demanded his due, and the once-sure-of-themselves banks ended up digging in the couch cushions for quarters, and still coming up short.<br />
<br />
Banks believed that they were liquid enough to handle a crash. And many were. However, many were not liquid enough to handle the panic, and needed <span style="color: #f1c232;"><abbr title="That's why you'll sometimes see a bailout referred to as 'emergency liquidity' or a 'liquidity injection'.">bailout</abbr></span> money to carry them over for a while.<br />
<br />
Those that paid off their loans and are still around today (ex, General Motors), clearly had liquidity issues, not insolvency issues. They had the money to keep the doors open, they just weren't able to free it up quick enough.<br />
<br />
However, those that took a bailout and <i>still</i> couldn't survive the crisis (ex, Bear Stearns) were clearly insolvent, not illiquid. It wasn't a case of <i>"I have the money, you just gotta tell Fat Tony I need a cuppola weeks to get it together!"</i> It was instead a case of...well...not gonna make it to the movie's final scene...</div>
</div>
Economystifiedhttp://www.blogger.com/profile/13721219444051369880noreply@blogger.com0tag:blogger.com,1999:blog-5737450142880120395.post-50807179713150861722013-06-27T11:32:00.002-07:002013-06-30T13:56:16.023-07:00Military Spending<!--[if gte mso 9]><xml>
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You've heard it so often, its just gotta be true:<i style="mso-bidi-font-style: normal;"> "The US is the world’s
top military spender."</i></div>
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This assertion - I suppose, like <i>any</i> general, sweeping assertion - is problematic.<i style="mso-bidi-font-style: normal;"> </i><span style="mso-bidi-font-style: normal;">What do we mean by the <i><u><b>"TOP"</b></u></i> spender? The <i>most</i> overall? The <i>most</i> per person? "Top" is just not a particularly specific qualifier.</span>
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<br />
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<span style="mso-bidi-font-style: normal;"><u><b>Total Spending</b></u></span></div>
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<span style="mso-bidi-font-style: normal;"><br /></span></div>
<span style="mso-bidi-font-style: normal;">Ok, so the <i>total amount, </i>spent<i> </i>per year is a pretty straightforward concept. As of late, its been in the high $600 billions per year.</span><br />
<span style="mso-bidi-font-style: normal;"> </span><br />
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhO5CR1HwSftKbo9WEv7T3NQ0G43Ax08-fE-tG9GCzxjHuRdYn5xt9wkDQ_9R4A6raEgmr4V4g1sn1SHPYB-KjEChcY3MgHP4zvQUjDbszxdk1mgJi-jvbE-R4ScxLwnz4nJY060qj3YJaL/s480/dod-budget1-480x357.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhO5CR1HwSftKbo9WEv7T3NQ0G43Ax08-fE-tG9GCzxjHuRdYn5xt9wkDQ_9R4A6raEgmr4V4g1sn1SHPYB-KjEChcY3MgHP4zvQUjDbszxdk1mgJi-jvbE-R4ScxLwnz4nJY060qj3YJaL/s1600/dod-budget1-480x357.jpg" /></a></div>
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<a href="http://washingtonindependent.com/75417/obama-is-spending-more-on-defense-than-bush" target="_blank">Source</a><br />
<br /></div>
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<i>*NOTE - "OCO" = "<a href="http://www.whitehouse.gov/sites/default/files/omb/budget/fy2013/assets/overseas.pdf" target="_blank">Overseas Contingency Operations</a>," aka the explicit costs of the Iraq/Pakistan/Afghanistan wars.</i> </div>
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<br /></div>
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Finding the right <i>context </i>through which to view this number, however, is the tricky part. How does "high $600 billions" compare to spending by other countries?</div>
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<u><b>"More than the next X nations combined"</b></u></div>
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<br /></div>
I see this claim everywhere online (<a href="http://www.pgpf.org/Chart-Archive/0053_defense-comparison" target="_blank">for example</a>). The X varying depending on year and definition of "<span style="color: #f1c232;"><abbr title="For example, is the National Guard, Border Guard, Customs, or Coast Guard part of the 'military'? They kinda are part of the 'national defense', but definitely not in the same way the Army, Marines, Navy and Air Force are...">military</abbr></span>," but its usually in the 7 - 12 range.<br />
<br />
No one else in the world spends anything close to <span style="color: #f1c232;"><abbr title="We're not including the costs of the National Guard, Border Guard, Customs, or Coast Guard in these charts. The NG is paid for by the states (as opposed to the Federal Govt), and the other 3 are part of the Dept of Homeland Security, not the DoD. But honestly, these 4 entities budgets are so small compared to the DoD+OCO, that even if we did consider them, it wouldn't change the story at all.">what we spend</abbr></span> on our military, in nominal, bottom line dollars.<br />
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<span style="font-size: xx-small; mso-bidi-font-style: normal;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEigRlNkIn3mSQuSYFg9_1l3NZ7j0taQDwg8RgPY1F1RlOZiP5iK-r2t8KHOvmUL0VDtCcV6XXwG7gy3yHMJWMrDCM1hpCyBTyvB2Xd9Bi6tq6FJE7tt-R5ABZouEJN9iP_GrsvkiZLS4Mvk/s595/20130420_gdc836.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="280" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEigRlNkIn3mSQuSYFg9_1l3NZ7j0taQDwg8RgPY1F1RlOZiP5iK-r2t8KHOvmUL0VDtCcV6XXwG7gy3yHMJWMrDCM1hpCyBTyvB2Xd9Bi6tq6FJE7tt-R5ABZouEJN9iP_GrsvkiZLS4Mvk/s400/20130420_gdc836.png" width="400" /></a></span></div>
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</span>
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<a href="http://www.economist.com/blogs/graphicdetail/2013/04/daily-chart-9" target="_blank">Source</a></center>
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But is this at all a surprise?<br />
<br />
The US is, after all, the world's largest <span style="color: #f1c232;"><abbr title="Only the Eurozone's is larger.">single national economy</abbr></span>. We're the third most populated nation on the planet (after only China and India), and by far the most populated "first world" nation.<br />
<br />
The point being: <i>we spend more than everyone else, on just about <u>everything</u>.</i> Fuel, bubble gum, toilet paper, oil changes, peace rallies...considering the amount of money lying around here, it would newsworthy if there was a nation outspending the US (in bottom line cash amounts) on <i>anything.</i><br />
<br />
A disproportionately ginormous share of the world's disposable wealth is in the US, so yeah, sure, <i>of course </i>we're going to spend more on anything compared to the rest of the planet.<br />
<br />
So the <i>"US spends more on its military than the next 10 nations combined" </i>shouldn't be a shocker of a statement to anyone. We could <i>easily</i> afford to spend more than the rest of the world on our military, without putting a strain on the national budget, given the size of our population and economy.<br />
<br />
So this "total military spending" figure is not a hugely informative number. Let's see if there's a better way to frame that spending figure...<br />
<br />
<br />
<center>
<u><b>Per Capita </b><b>Military Spending</b><b></b></u></center>
<div style="text-align: left;">
<br />
That is, total military spending (like we saw in the last section), divided by the population. I see this figure used a lot. This can be thought of the cost of defending each citizen within a nation.<br />
<br /></div>
Using the most current population estimates <a href="https://www.cia.gov/library/publications/the-world-factbook/rankorder/2119rank.html" target="_blank">from the CIA</a> (mostly 2013), and the most current military spending figures complied by <a href="http://portal.sipri.org/publications/pages/expenditures/country-search" target="_blank">SIPRI</a> (mostly 2011), I calculated a rough "top 15 highest per citizen spending" nations.<br />
<br />
I know, not the same years, but hey, its close...sometimes data is a muddy business. Anyway, here's what I got:
<br />
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<col style="mso-width-alt: 5814; mso-width-source: userset; width: 119pt;" width="159"></col>
<col style="mso-width-alt: 7350; mso-width-source: userset; width: 151pt;" width="201"></col>
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<tr height="20" style="height: 15pt;">
<td class="xl70" height="20" style="height: 15pt; text-align: center; width: 48pt;" width="64"><b>Rank</b></td>
<td class="xl70" style="text-align: center; width: 119pt;" width="159"><b>Country</b></td>
<td class="xl71" style="text-align: center; width: 151pt;" width="201"><b>Military Spending per citizen</b></td>
</tr>
<tr height="20" style="height: 15pt;">
<td class="xl68" height="20" style="height: 15pt; text-align: center;">1</td>
<td class="xl68" style="text-align: center;">United Arab Emirates</td>
<td class="xl69" style="text-align: center;">$3,500</td>
</tr>
<tr height="20" style="height: 15pt;">
<td class="xl68" height="20" style="height: 15pt; text-align: center;">2</td>
<td class="xl68" style="text-align: center;">United States</td>
<td class="xl69" style="text-align: center;">$2,250</td>
</tr>
<tr height="20" style="height: 15pt;">
<td class="xl68" height="20" style="height: 15pt; text-align: center;">3</td>
<td class="xl68" style="text-align: center;">Israel</td>
<td class="xl69" style="text-align: center;">$1,970</td>
</tr>
<tr height="20" style="height: 15pt;">
<td class="xl68" height="20" style="height: 15pt; text-align: center;">4</td>
<td class="xl68" style="text-align: center;">Saudi Arabia</td>
<td class="xl69" style="text-align: center;">$1,800</td>
</tr>
<tr height="20" style="height: 15pt;">
<td class="xl68" height="20" style="height: 15pt; text-align: center;">5</td>
<td class="xl68" style="text-align: center;">Singapore</td>
<td class="xl69" style="text-align: center;">$1,660</td>
</tr>
<tr height="20" style="height: 15pt;">
<td class="xl68" height="20" style="height: 15pt; text-align: center;">6</td>
<td class="xl68" style="text-align: center;">Norway</td>
<td class="xl69" style="text-align: center;">$1,530</td>
</tr>
<tr height="20" style="height: 15pt;">
<td class="xl68" height="20" style="height: 15pt; text-align: center;">7</td>
<td class="xl68" style="text-align: center;">Oman</td>
<td class="xl69" style="text-align: center;">$1,360</td>
</tr>
<tr height="20" style="height: 15pt;">
<td class="xl68" height="20" style="height: 15pt; text-align: center;">8</td>
<td class="xl68" style="text-align: center;">Australia</td>
<td class="xl69" style="text-align: center;">$1,130</td>
</tr>
<tr height="20" style="height: 15pt;">
<td class="xl68" height="20" style="height: 15pt; text-align: center;">9</td>
<td class="xl68" style="text-align: center;">Qatar</td>
<td class="xl69" style="text-align: center;">$980</td>
</tr>
<tr height="20" style="height: 15pt;">
<td class="xl68" height="20" style="height: 15pt; text-align: center;">10</td>
<td class="xl68" style="text-align: center;">France</td>
<td class="xl69" style="text-align: center;">$950</td>
</tr>
<tr height="20" style="height: 15pt;">
<td class="xl68" height="20" style="height: 15pt; text-align: center;">11</td>
<td class="xl68" style="text-align: center;">United Kingdom</td>
<td class="xl69" style="text-align: center;">$940</td>
</tr>
<tr height="20" style="height: 15pt;">
<td class="xl68" height="20" style="height: 15pt; text-align: center;">12</td>
<td class="xl68" style="text-align: center;">Somalia</td>
<td class="xl69" style="text-align: center;">$860</td>
</tr>
<tr height="20" style="height: 15pt;">
<td class="xl68" height="20" style="height: 15pt; text-align: center;">13</td>
<td class="xl68" style="text-align: center;">Denmark</td>
<td class="xl69" style="text-align: center;">$810</td>
</tr>
<tr height="20" style="height: 15pt;">
<td class="xl68" height="20" style="height: 15pt; text-align: center;">14</td>
<td class="xl68" style="text-align: center;">Finland</td>
<td class="xl69" style="text-align: center;">$710</td>
</tr>
<tr height="20" style="height: 15pt;">
<td class="xl68" height="20" style="height: 15pt; text-align: center;">15</td>
<td class="xl68" style="text-align: center;">Luxembourg</td>
<td class="xl69" style="text-align: center;">$700</td><td class="xl69" style="text-align: center;"><br /></td><td class="xl69" style="text-align: center;"><br /></td><td class="xl69" style="text-align: center;"><br /></td>
</tr>
</tbody></table>
</center>
</div>
<div style="text-align: center;">
<br />
*NOTE - for SIPRI's definition of "military spending," read <a href="http://www.sipri.org/research/armaments/milex/milex_database/definitions" target="_blank">this</a>.</div>
<br />
We can interpret this as "it costs $3,500 to defend an Emirati from foreign invasion each year, $2,250 to defend an American," etc.<br />
<br />
While this is a popular way of reporting military spending, I don't like it so much. With a few exceptions (ie, Israel, Somalia, etc.), its kinda just a list of nations with high per capita income. Countries with more money spend more - on their military, on anything else. Duh. <br />
<br />
AND - this figure doesn't speak much to intentions or aspirations. If they had the scratch, how do we know Haiti, Ireland, or Lesotho wouldn't be number one?<br />
<br />
Plus, it distorts the military expenditures of small populations. Everyone needs certain base materials to field an army, and if your national population is small, those essential, banal items will pump up your "per citizen expense" value - and make your nation look a little more warhawk then it might actually be.<br />
<br />
For example, Norway only has 5 million people in it. If their Navy buys one new $5 million dollar ship, then their "per person military expense" will jump $1. If the US bought the same vessel, its per person expenditure would jump 1.5 cents ($0.015) <br />
<br />
You gotta have at least one ship to have a Navy, so this cost is going to be unavoidable. However, without a large population to spread the cost over, those unavoidables will crank up that "per capita" numbers.<br />
<br />
If say, Luxembourg, with its population of half a million, just bought all their soldiers new uniforms, they could feasibly climb a space or two on the list.<br />
<br />
So the "per person expense" is a pretty crude (and marginally useless) figure. What do we have <span style="font-size: x-small;"><span style="font-size: small;"></span></span>alternatives?<br />
<br />
<br />
<div style="text-align: center;">
<u><b>Military Spending as Percent of GDP</b></u></div>
<div style="text-align: center;">
<br /></div>
<div style="text-align: left;">
A figure preferred by the CIA, its a little closer to the mark.</div>
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
<a href="http://economystified.blogspot.com/2012/01/gdp.html" target="_blank">GDP</a> is the monetary value of all market goods and services produced inside a country in one year. Its how much value, in dollars, a nation creates in a given period. (For more clarification watch <a href="http://www.youtube.com/watch?v=Rgr1vRjxzFg" target="_blank">this video</a>).</div>
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<br /></div>
<div style="text-align: left;">
<a href="https://www.cia.gov/library//publications/the-world-factbook/rankorder/2034rank.html" target="_blank">According to the CIA</a>, this one shakes out as follows:</div>
<div style="text-align: left;">
<br /></div>
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhFZh_15x3agJ89HcAUS7jsOWVCPo7Padt8bd_W77RnvkecCPi8a4yy-e4KaYXnCFwUzNbTVaKpwh90-VVCc0rCFfbK31GiYHQ2QOUesNsphaP9tB0Rx6USfhjBdK1gtY3uIXRrfrD8vJux/s763/Capture.JPG" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="238" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhFZh_15x3agJ89HcAUS7jsOWVCPo7Padt8bd_W77RnvkecCPi8a4yy-e4KaYXnCFwUzNbTVaKpwh90-VVCc0rCFfbK31GiYHQ2QOUesNsphaP9tB0Rx6USfhjBdK1gtY3uIXRrfrD8vJux/s400/Capture.JPG" width="400" /></a></div>
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Click to enlarge<br />
<a href="https://www.cia.gov/library//publications/the-world-factbook/rankorder/2034rank.html" target="_blank">Source</a><i> </i><br />
<div style="text-align: left;">
<br /></div>
<div style="text-align: left;">
*NOTE - the US is number 19 on <a href="https://www.cia.gov/library//publications/the-world-factbook/rankorder/2034rank.html" target="_blank">this list</a>, at 4.6% of GDP.</div>
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We can interpret <i>this </i>as "<i>given the size of a country <u>economically</u>, how much do they spend on their military.</i>"<br />
<br />
BUT, again, once you start chewing on this one, you'll find some parts tough to swallow. A country's government can only gets spend a <i>percentage</i> of their country's GDP - the percentage they collect through taxes. <u>Total GDP</u> <i>does not</i> equal the <u>total amount</u> of cash available to a govt to spend. <br />
<br />
So if GDP and the total money available to a national government for spending are two completely separate things, why express one as percent of another? The only way that a government's total available cash would be equal to their nation's GDP is if all tax rates were 100%. <span style="color: #f1c232;"><abbr title="IN THEORY this 100% tax rate does exist in Cuba, Vietnam, China and North Korea. The pure Socialist/Communist ideal - like the Marx and Lenin style stuff - puts all wealth and production under state control. However, no nation really has been able to achieve that ideal, and besides NK, I don't think any really are still striving toward it. On paper, China is a communist state, in practice, they're hyper-capitalist!">Good luck with that!</abbr></span><br />
<br />
If I asked you what your monthly food budget was, would you answer: <i>"0.002% of the total amount of money the company I work for paid out in wages this month"</i>? I mean, you might be technically right, but how is that percentage figure useful?<br />
<br />
What you'd be more likely to say something like: <i>"food costs are 20% of my monthly expenses"</i>, right? Can we look at military spending in an equivalent way?<br />
<br />
<br />
<div style="text-align: center;">
<u><b>Military spending, as percent of all govt expenditures </b></u></div>
<div style="text-align: center;">
<br /></div>
This is the figure I think best puts the military spending number into perspective. Unfortunately, I rarely see it used, if ever.<br />
<br />
Think of it as <i>"out of all <span style="color: #f1c232;"><abbr title="Be that money they borrowed, or money they collected in taxes.">the money a government spends</abbr></span>, how much is spent on defense."</i> Nice and simple - and, I think, pretty sensible!<br />
<br />
I can't really find a comprehensive world ranking by this figure (which I thought was weird, seeing how it would be such a useful one to have), so I worked it out for myself - and you!!<br />
<br />
SO - using that 2011 <a href="http://portal.sipri.org/publications/pages/expenditures/country-search" target="_blank">SIPRI number</a> for military spending, and the CIA's estimate of all world government's <a href="https://www.cia.gov/library/publications/the-world-factbook/fields/2056.html#wfbtop" target="_blank">total spending in 2012</a>, I came up with just that list. <i>"Military spending, as a percentage of that govt's total spending." </i> <br />
<br />
My <span style="color: #f1c232;"><abbr title="If I couldn't get a reliable number for BOTH, I left that country out entirely.">worldwide ranking</abbr></span> appears below. Check it out, and if you have any comments about it, please leave them in the comments section at the end of this post!!<br />
<br />
Let me just leave you with one thought: when it comes to data and statistics, always be hyper critical of the subtleties of the data, and their context. Little things can make big differences!! The US falls to the 9th highest spender in the world when we measure military spending this way. Still pretty high, but no longer the world leader...<br />
<br />
<div style="text-align: left;">
<center>
<br />
<table border="1" cellpadding="0" cellspacing="0" style="width: 500px;"><colgroup><col style="width: 48pt;" width="64"></col>
<col style="mso-width-alt: 5741; mso-width-source: userset; width: 118pt;" width="157"></col>
<col style="width: 48pt;" width="64"></col>
</colgroup><tbody>
<tr height="20" style="height: 15.0pt;">
<td class="xl68" height="20" style="height: 15pt; text-align: center; width: 48pt;" width="64"><b>Rank</b></td>
<td class="xl68" style="text-align: center; width: 118pt;" width="157"><b>Country</b></td>
<td class="xl69" style="text-align: center; width: 300pt;" width="300"><b>Military spending, as % of total
spending by that country's government</b></td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">1</td>
<td class="xl67" style="text-align: center;">Eritrea</td>
<td class="xl70" style="text-align: center;">36%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">2</td>
<td class="xl67" style="text-align: center;">Sudan</td>
<td class="xl70" style="text-align: center;">24%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">3</td>
<td class="xl67" style="text-align: center;">Singapore</td>
<td class="xl70" style="text-align: center;">23%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">4</td>
<td class="xl67" style="text-align: center;">Afghanistan</td>
<td class="xl70" style="text-align: center;">22%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">5</td>
<td class="xl67" style="text-align: center;">Israel</td>
<td class="xl70" style="text-align: center;">21%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">6</td>
<td class="xl67" style="text-align: center;">Saudi Arabia</td>
<td class="xl70" style="text-align: center;">21%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">7</td>
<td class="xl67" style="text-align: center;">Korea, North</td>
<td class="xl70" style="text-align: center;">20%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">8</td>
<td class="xl67" style="text-align: center;">Syria</td>
<td class="xl70" style="text-align: center;">20%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">9</td>
<td class="xl67" style="text-align: center;">United States</td>
<td class="xl70" style="text-align: center;">19%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">10</td>
<td class="xl67" style="text-align: center;">Russia</td>
<td class="xl70" style="text-align: center;">18%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">11</td>
<td class="xl67" style="text-align: center;">India</td>
<td class="xl70" style="text-align: center;">18%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">12</td>
<td class="xl67" style="text-align: center;">Uganda</td>
<td class="xl70" style="text-align: center;">18%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">13</td>
<td class="xl67" style="text-align: center;">Central African Republic</td>
<td class="xl70" style="text-align: center;">17%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">14</td>
<td class="xl67" style="text-align: center;">United Arab Emirates</td>
<td class="xl70" style="text-align: center;">17%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">15</td>
<td class="xl67" style="text-align: center;">Jordan</td>
<td class="xl70" style="text-align: center;">16%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">16</td>
<td class="xl67" style="text-align: center;">Armenia</td>
<td class="xl70" style="text-align: center;">16%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">17</td>
<td class="xl67" style="text-align: center;">Taiwan</td>
<td class="xl70" style="text-align: center;">15%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">18</td>
<td class="xl67" style="text-align: center;">Pakistan</td>
<td class="xl70" style="text-align: center;">15%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">19</td>
<td class="xl67" style="text-align: center;">Sri Lanka</td>
<td class="xl70" style="text-align: center;">14%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">20</td>
<td class="xl67" style="text-align: center;">Oman</td>
<td class="xl70" style="text-align: center;">14%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">21</td>
<td class="xl67" style="text-align: center;">Lebanon</td>
<td class="xl70" style="text-align: center;">13%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">22</td>
<td class="xl67" style="text-align: center;">Korea, South</td>
<td class="xl70" style="text-align: center;">13%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">23</td>
<td class="xl67" style="text-align: center;">Ecuador</td>
<td class="xl70" style="text-align: center;">12%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">24</td>
<td class="xl67" style="text-align: center;">Azerbaijan</td>
<td class="xl70" style="text-align: center;">12%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">25</td>
<td class="xl67" style="text-align: center;">Kyrgyzstan</td>
<td class="xl70" style="text-align: center;">10%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">26</td>
<td class="xl67" style="text-align: center;">Morocco</td>
<td class="xl70" style="text-align: center;">10%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">27</td>
<td class="xl67" style="text-align: center;">Guinea-Bissau</td>
<td class="xl70" style="text-align: center;">10%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">28</td>
<td class="xl67" style="text-align: center;">Algeria</td>
<td class="xl70" style="text-align: center;">10%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">29</td>
<td class="xl67" style="text-align: center;">Burundi</td>
<td class="xl70" style="text-align: center;">10%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">30</td>
<td class="xl67" style="text-align: center;">Bahrain</td>
<td class="xl70" style="text-align: center;">10%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">31</td>
<td class="xl67" style="text-align: center;">Georgia</td>
<td class="xl70" style="text-align: center;">10%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">32</td>
<td class="xl67" style="text-align: center;">Chile</td>
<td class="xl70" style="text-align: center;">10%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">33</td>
<td class="xl67" style="text-align: center;">Colombia</td>
<td class="xl70" style="text-align: center;">10%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">34</td>
<td class="xl67" style="text-align: center;">Yemen</td>
<td class="xl70" style="text-align: center;">10%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">35</td>
<td class="xl67" style="text-align: center;">Guinea</td>
<td class="xl70" style="text-align: center;">10%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">36</td>
<td class="xl67" style="text-align: center;">Poland</td>
<td class="xl70" style="text-align: center;">9%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">37</td>
<td class="xl67" style="text-align: center;">Iran</td>
<td class="xl70" style="text-align: center;">9%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">38</td>
<td class="xl67" style="text-align: center;">Turkey</td>
<td class="xl70" style="text-align: center;">9%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">39</td>
<td class="xl67" style="text-align: center;">Mauritania</td>
<td class="xl70" style="text-align: center;">9%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">40</td>
<td class="xl67" style="text-align: center;">Djibouti</td>
<td class="xl70" style="text-align: center;">9%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">41</td>
<td class="xl67" style="text-align: center;">Angola</td>
<td class="xl70" style="text-align: center;">9%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">42</td>
<td class="xl67" style="text-align: center;">Swaziland</td>
<td class="xl70" style="text-align: center;">8%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">43</td>
<td class="xl67" style="text-align: center;">Namibia</td>
<td class="xl70" style="text-align: center;">8%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">44</td>
<td class="xl67" style="text-align: center;">Bangladesh</td>
<td class="xl70" style="text-align: center;">8%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">45</td>
<td class="xl67" style="text-align: center;">Mali</td>
<td class="xl70" style="text-align: center;">8%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">46</td>
<td class="xl67" style="text-align: center;">Nigeria</td>
<td class="xl70" style="text-align: center;">8%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">47</td>
<td class="xl67" style="text-align: center;">Kenya</td>
<td class="xl70" style="text-align: center;">7%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">48</td>
<td class="xl67" style="text-align: center;">China</td>
<td class="xl70" style="text-align: center;">7%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">49</td>
<td class="xl67" style="text-align: center;">Chad</td>
<td class="xl70" style="text-align: center;">7%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">50</td>
<td class="xl67" style="text-align: center;">Thailand</td>
<td class="xl70" style="text-align: center;">7%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">51</td>
<td class="xl67" style="text-align: center;">Cambodia</td>
<td class="xl70" style="text-align: center;">7%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">52</td>
<td class="xl67" style="text-align: center;">Botswana</td>
<td class="xl70" style="text-align: center;">7%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">53</td>
<td class="xl67" style="text-align: center;">Togo</td>
<td class="xl70" style="text-align: center;">7%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">54</td>
<td class="xl67" style="text-align: center;">Ukraine</td>
<td class="xl70" style="text-align: center;">7%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">55</td>
<td class="xl67" style="text-align: center;">Malaysia</td>
<td class="xl70" style="text-align: center;">6%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">56</td>
<td class="xl67" style="text-align: center;">Cameroon</td>
<td class="xl70" style="text-align: center;">6%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">57</td>
<td class="xl67" style="text-align: center;">Iraq</td>
<td class="xl70" style="text-align: center;">6%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">58</td>
<td class="xl67" style="text-align: center;">Uruguay</td>
<td class="xl70" style="text-align: center;">6%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">59</td>
<td class="xl67" style="text-align: center;">Paraguay</td>
<td class="xl70" style="text-align: center;">6%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">60</td>
<td class="xl67" style="text-align: center;">Cote d'Ivoire</td>
<td class="xl70" style="text-align: center;">6%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">61</td>
<td class="xl67" style="text-align: center;">Zambia</td>
<td class="xl70" style="text-align: center;">6%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">62</td>
<td class="xl67" style="text-align: center;">Senegal</td>
<td class="xl70" style="text-align: center;">6%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">63</td>
<td class="xl67" style="text-align: center;">Nepal</td>
<td class="xl70" style="text-align: center;">6%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">64</td>
<td class="xl67" style="text-align: center;">Montenegro</td>
<td class="xl70" style="text-align: center;">6%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">65</td>
<td class="xl67" style="text-align: center;">Albania</td>
<td class="xl70" style="text-align: center;">5%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">66</td>
<td class="xl67" style="text-align: center;">Egypt</td>
<td class="xl70" style="text-align: center;">5%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">67</td>
<td class="xl67" style="text-align: center;">Greece</td>
<td class="xl70" style="text-align: center;">5%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">68</td>
<td class="xl67" style="text-align: center;">Serbia</td>
<td class="xl70" style="text-align: center;">5%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">69</td>
<td class="xl67" style="text-align: center;">Croatia</td>
<td class="xl70" style="text-align: center;">5%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">70</td>
<td class="xl67" style="text-align: center;">Burkina Faso</td>
<td class="xl70" style="text-align: center;">5%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">71</td>
<td class="xl67" style="text-align: center;">United Kingdom</td>
<td class="xl70" style="text-align: center;">5%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">72</td>
<td class="xl67" style="text-align: center;">Honduras</td>
<td class="xl70" style="text-align: center;">5%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">73</td>
<td class="xl67" style="text-align: center;">Ethiopia</td>
<td class="xl70" style="text-align: center;">5%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">74</td>
<td class="xl67" style="text-align: center;">Libya</td>
<td class="xl70" style="text-align: center;">5%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">75</td>
<td class="xl67" style="text-align: center;">Equatorial Guinea</td>
<td class="xl70" style="text-align: center;">5%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">76</td>
<td class="xl67" style="text-align: center;">Australia</td>
<td class="xl70" style="text-align: center;">5%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">77</td>
<td class="xl67" style="text-align: center;">Fiji</td>
<td class="xl70" style="text-align: center;">5%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">78</td>
<td class="xl67" style="text-align: center;">El Salvador</td>
<td class="xl70" style="text-align: center;">5%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">79</td>
<td class="xl67" style="text-align: center;">Bulgaria</td>
<td class="xl70" style="text-align: center;">5%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">80</td>
<td class="xl67" style="text-align: center;">Portugal</td>
<td class="xl70" style="text-align: center;">5%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">81</td>
<td class="xl67" style="text-align: center;">Benin</td>
<td class="xl70" style="text-align: center;">4%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">82</td>
<td class="xl67" style="text-align: center;">Estonia</td>
<td class="xl70" style="text-align: center;">4%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">83</td>
<td class="xl67" style="text-align: center;">Lithuania</td>
<td class="xl70" style="text-align: center;">4%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">84</td>
<td class="xl67" style="text-align: center;">Gabon</td>
<td class="xl70" style="text-align: center;">4%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">85</td>
<td class="xl67" style="text-align: center;">Brazil</td>
<td class="xl70" style="text-align: center;">4%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">86</td>
<td class="xl67" style="text-align: center;">Tunisia</td>
<td class="xl70" style="text-align: center;">4%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">87</td>
<td class="xl67" style="text-align: center;">France</td>
<td class="xl70" style="text-align: center;">4%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">88</td>
<td class="xl67" style="text-align: center;">Tajikistan</td>
<td class="xl70" style="text-align: center;">4%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">89</td>
<td class="xl67" style="text-align: center;">Rwanda</td>
<td class="xl70" style="text-align: center;">4%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">90</td>
<td class="xl67" style="text-align: center;">Romania</td>
<td class="xl70" style="text-align: center;">4%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">91</td>
<td class="xl67" style="text-align: center;">South Africa</td>
<td class="xl70" style="text-align: center;">4%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">92</td>
<td class="xl67" style="text-align: center;">Qatar</td>
<td class="xl70" style="text-align: center;">4%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">93</td>
<td class="xl67" style="text-align: center;">Guyana</td>
<td class="xl70" style="text-align: center;">4%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">94</td>
<td class="xl67" style="text-align: center;">Madagascar</td>
<td class="xl70" style="text-align: center;">4%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">95</td>
<td class="xl67" style="text-align: center;">Kazakhstan</td>
<td class="xl70" style="text-align: center;">4%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">96</td>
<td class="xl67" style="text-align: center;">Italy</td>
<td class="xl70" style="text-align: center;">4%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">97</td>
<td class="xl67" style="text-align: center;">Tanzania</td>
<td class="xl70" style="text-align: center;">4%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">98</td>
<td class="xl67" style="text-align: center;">Malawi</td>
<td class="xl70" style="text-align: center;">4%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">99</td>
<td class="xl67" style="text-align: center;">Peru</td>
<td class="xl70" style="text-align: center;">4%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">100</td>
<td class="xl67" style="text-align: center;">Norway</td>
<td class="xl70" style="text-align: center;">3%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">101</td>
<td class="xl67" style="text-align: center;">Belize</td>
<td class="xl70" style="text-align: center;">3%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">102</td>
<td class="xl67" style="text-align: center;">Lesotho</td>
<td class="xl70" style="text-align: center;">3%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">103</td>
<td class="xl67" style="text-align: center;">Sierra Leone</td>
<td class="xl70" style="text-align: center;">3%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">104</td>
<td class="xl67" style="text-align: center;">Belarus</td>
<td class="xl70" style="text-align: center;">3%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">105</td>
<td class="xl67" style="text-align: center;">Trinidad and Tobago</td>
<td class="xl70" style="text-align: center;">3%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">106</td>
<td class="xl67" style="text-align: center;">Germany</td>
<td class="xl70" style="text-align: center;">3%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">107</td>
<td class="xl67" style="text-align: center;">Indonesia</td>
<td class="xl70" style="text-align: center;">3%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">108</td>
<td class="xl67" style="text-align: center;">Canada</td>
<td class="xl70" style="text-align: center;">3%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">109</td>
<td class="xl67" style="text-align: center;">Argentina</td>
<td class="xl70" style="text-align: center;">3%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">110</td>
<td class="xl67" style="text-align: center;">Niger</td>
<td class="xl70" style="text-align: center;">3%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">111</td>
<td class="xl67" style="text-align: center;">Slovakia</td>
<td class="xl70" style="text-align: center;">3%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">112</td>
<td class="xl67" style="text-align: center;">Slovenia</td>
<td class="xl70" style="text-align: center;">3%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">113</td>
<td class="xl67" style="text-align: center;">Netherlands</td>
<td class="xl70" style="text-align: center;">3%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">114</td>
<td class="xl67" style="text-align: center;">Latvia</td>
<td class="xl70" style="text-align: center;">3%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">115</td>
<td class="xl67" style="text-align: center;">Bolivia</td>
<td class="xl70" style="text-align: center;">3%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">116</td>
<td class="xl67" style="text-align: center;">Czech Republic</td>
<td class="xl70" style="text-align: center;">3%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">117</td>
<td class="xl67" style="text-align: center;">Panama</td>
<td class="xl70" style="text-align: center;">3%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">118</td>
<td class="xl67" style="text-align: center;">Finland</td>
<td class="xl70" style="text-align: center;">3%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">119</td>
<td class="xl67" style="text-align: center;">Jamaica</td>
<td class="xl70" style="text-align: center;">3%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">120</td>
<td class="xl67" style="text-align: center;">Guatemala</td>
<td class="xl70" style="text-align: center;">3%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">121</td>
<td class="xl67" style="text-align: center;">Dominican Republic</td>
<td class="xl70" style="text-align: center;">3%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">122</td>
<td class="xl67" style="text-align: center;">Bosnia and Herzegovina</td>
<td class="xl70" style="text-align: center;">2%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">123</td>
<td class="xl67" style="text-align: center;">Spain</td>
<td class="xl70" style="text-align: center;">2%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">124</td>
<td class="xl67" style="text-align: center;">Denmark</td>
<td class="xl70" style="text-align: center;">2%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">125</td>
<td class="xl67" style="text-align: center;">New Zealand</td>
<td class="xl70" style="text-align: center;">2%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">126</td>
<td class="xl67" style="text-align: center;">Switzerland</td>
<td class="xl70" style="text-align: center;">2%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">127</td>
<td class="xl67" style="text-align: center;">Hungary</td>
<td class="xl70" style="text-align: center;">2%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">128</td>
<td class="xl67" style="text-align: center;">Seychelles</td>
<td class="xl70" style="text-align: center;">2%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">129</td>
<td class="xl67" style="text-align: center;">Liberia</td>
<td class="xl70" style="text-align: center;">2%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">130</td>
<td class="xl67" style="text-align: center;">Belgium</td>
<td class="xl70" style="text-align: center;">2%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">131</td>
<td class="xl67" style="text-align: center;">Japan</td>
<td class="xl70" style="text-align: center;">2%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">132</td>
<td class="xl67" style="text-align: center;">Sweden</td>
<td class="xl70" style="text-align: center;">2%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">133</td>
<td class="xl67" style="text-align: center;">Mexico</td>
<td class="xl70" style="text-align: center;">2%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">134</td>
<td class="xl67" style="text-align: center;">Nicaragua</td>
<td class="xl70" style="text-align: center;">2%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">135</td>
<td class="xl67" style="text-align: center;">Mozambique</td>
<td class="xl70" style="text-align: center;">2%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">136</td>
<td class="xl67" style="text-align: center;">Austria</td>
<td class="xl70" style="text-align: center;">2%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">137</td>
<td class="xl67" style="text-align: center;">Timor-Leste</td>
<td class="xl70" style="text-align: center;">2%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">138</td>
<td class="xl67" style="text-align: center;">Mongolia</td>
<td class="xl70" style="text-align: center;">2%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">139</td>
<td class="xl67" style="text-align: center;">Luxembourg</td>
<td class="xl70" style="text-align: center;">2%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">140</td>
<td class="xl67" style="text-align: center;">Papua New Guinea</td>
<td class="xl70" style="text-align: center;">1%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">141</td>
<td class="xl67" style="text-align: center;">Malta</td>
<td class="xl70" style="text-align: center;">1%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">142</td>
<td class="xl67" style="text-align: center;">Ireland</td>
<td class="xl70" style="text-align: center;">1%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">143</td>
<td class="xl67" style="text-align: center;">Venezuela</td>
<td class="xl70" style="text-align: center;">1%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">144</td>
<td class="xl67" style="text-align: center;">Cape Verde</td>
<td class="xl70" style="text-align: center;">1%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">145</td>
<td class="xl67" style="text-align: center;">Turkmenistan</td>
<td class="xl70" style="text-align: center;">1%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">146</td>
<td class="xl67" style="text-align: center;">Ghana</td>
<td class="xl70" style="text-align: center;">1%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">147</td>
<td class="xl67" style="text-align: center;">Laos</td>
<td class="xl70" style="text-align: center;">1%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">148</td>
<td class="xl67" style="text-align: center;">Moldova</td>
<td class="xl70" style="text-align: center;">1%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">149</td>
<td class="xl67" style="text-align: center;">Uzbekistan</td>
<td class="xl70" style="text-align: center;">1%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">150</td>
<td class="xl67" style="text-align: center;">Mauritius</td>
<td class="xl70" style="text-align: center;">1%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">151</td>
<td class="xl67" style="text-align: center;">Haiti</td>
<td class="xl70" style="text-align: center;">1%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">152</td>
<td class="xl67" style="text-align: center;">Iceland</td>
<td class="xl71" style="text-align: center;">0.3%</td>
</tr>
<tr height="20" style="height: 15.0pt;">
<td class="xl67" height="20" style="height: 15pt; text-align: center;">153</td>
<td class="xl67" style="text-align: center;">Cuba</td>
<td class="xl71" style="text-align: center;">0.2%</td>
</tr>
</tbody></table>
</center>
</div>
</div>
Economystifiedhttp://www.blogger.com/profile/13721219444051369880noreply@blogger.com1tag:blogger.com,1999:blog-5737450142880120395.post-31407193709250836212013-06-14T18:38:00.001-07:002013-06-14T18:55:09.150-07:00A right to "income"? What do you think?Economystified reader <b>Robert L.</b> sent this video to me the other day. I thought you readers might find it interesting.<br />
<br />
Now, I don't know much about this petition, or the likeliness of it ever going anywhere. I actually don't know any more about this than what is explained in this video.<br />
<br />
But even if this never gets off the ground, it makes a valuable thought experiment. Should "income" be a right? Are we entitled to a particular level of spending power? Why or why not?<br />
<br />
Watch this video. My comments are below. <br />
<div style="text-align: left;">
<br /></div>
<div style="text-align: center;">
<iframe allowfullscreen="" frameborder="0" height="315" src="http://www.youtube.com/embed/lqXXO0GGNRI" width="560"></iframe>
</div>
<div style="text-align: center;">
<br /></div>
<div style="text-align: left;">
Ok, here's my immediate thoughts...</div>
<br />
In a way, govts already <i>do</i> do this. By guaranteeing their citizens 12 years of education, a fixed price for stamps, 24/7 police/fire/emergency medical services, a public defender per indigent defendant, etc., govts guarantee us a minimum standard of living.<br />
<br />
You might not think of that as "income" per se. But, presumably, the guaranteed level of income mentioned in the video is intended for buying exactly these kinds of essentials - the petition-starters probably aren't looking to guarantee you an income so you can buy collectable plates, you know?<br />
<br />
You might think "Hey, at least the video's system is a simple and direct," right? Instead of trying to build institutions/infrastructure for govts to deliver healthcare, legal services and the like, why not just redirect that public spending money into people's pockets, and let the markets sort everything out? I guess that's part of the scheme's appeal.<br />
<br />
When the video narrator says "transfers for social services" would be
used to pay for this (appx 1:53), that's fancy talk for "scrapping some
programs and just giving out the money we would have spent on them
anyway." <br />
<br />
Here's the problem with that: not all markets function well when left to their own devises. <a href="https://www.youtube.com/watch?v=55jIRXzir6I" target="_blank">Health insurance</a>, <a href="https://www.youtube.com/watch?v=LhiyJlI5xa0" target="_blank">utilities</a>, <a href="https://www.youtube.com/watch?v=WE7kKZkUktA" target="_blank">used cars</a> to mention a few. (In fact, when I did my Econ Masters, we had a required class just on market failures).<br />
<br />
There are <u><b><i>some</i></b></u> markets that function best when <b>NOT</b> run by a private firm. The guy in the video proposes paying for the scheme by giving out cash repurposed from dropped govt programs. Some of these dropped programs undoubtedly would have been more economically efficient than the alternative market solutions.<br />
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WHATS MORE: how do you handle someone with an unstable income? Lets say you live in a nation that guarantees incomes of $20,000. You're an artist whose income is based entirely on how many pieces you manage to sell. Some years are better than others.<br />
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Will you need a govt supplement this year? Will you not? If I make less than $20,000, will they pay me for my missed income at the end of the year, after I've already gone passed due on my bills and rent? Or will they give me my $20,000 on Jan. 1, and expect me to return what I may have been overpaid? Either way, it sounds tricky to administer.<br />
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What I'm saying is - I like what they're getting at, and I get the appeal. But once you get into the details, I'm less convinced.<br />
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But I want to know what you think, Economystified reader! Thoughts, opinions, comments on the video? Should income be a basic right? Share your ideas in the comments below, we all want to hear them!Economystifiedhttp://www.blogger.com/profile/13721219444051369880noreply@blogger.com3tag:blogger.com,1999:blog-5737450142880120395.post-49339047364950295512013-05-22T14:59:00.003-07:002013-05-22T15:09:14.182-07:00Richard Thaler and "Nudging"In 2008, a <a blank="" href="http://www.investopedia.com/terms/b/behavioraleconomics.asp" target="_">behavioral economist</a> named Richard Thaler compiled a decade's worth of his research, rewrote it for a non-technical audience, and published it in a book called "Nudge."<br />
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Most behavioral economists just study <i>how</i> people interact with the economy at large. But Thaler has taken the academic ideas and used them to create something in the real world. <br />
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Thaler argues that if we know how people behave, we can also know how to indirectly affect their behaviors. We can set up laws, regulations and policies that encourage the public to act in a certain way. <br />
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He calls this breed of proactive policy making "nudging." We can't nanny everyone, and we can't force decisions upon them. But we <i><u><b>can</b></u></i> <i>nudge </i>them in a certain direction. <br />
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Its a lot more innocuous then it sounds. There's no talk of nudging people to buy a certain item or vote for a certain candidate. But Thaler does think that we can make it easier for people to pay their taxes on time, save for their retirement, take advantage of a government program, just by making the rules a little more conducive to it.<br />
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Anyway, the concept really has a lot of people interested, British Prime Minister David Cameron, for example. Cameron put together a group of policy experts commonly referred to as the "<a blank="" href="http://www.guardian.co.uk/politics/2013/may/02/nudge-unit-has-it-worked" target="_">Nudge Unit</a>," tasked with identifying the little ways in which the UK can make its government more efficient and effective through nudging its citizens.<br />
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I found this talk by Thaler himself, explaining the book and the ideas in it. Enjoy!<br />
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Economystifiedhttp://www.blogger.com/profile/13721219444051369880noreply@blogger.com1tag:blogger.com,1999:blog-5737450142880120395.post-88012971404997356832013-05-10T09:03:00.001-07:002013-06-15T17:41:13.685-07:00Numeracy<div style="text-align: center;">
<i>I have a confession to make. When I was young, I hated math. I didn't understand it and it frustrated me to no end. </i></div>
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<i>As a kid, it made me lose a lot of confidence in myself. Why don't I understand this stuff? What's wrong with me?</i></div>
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<i>But now that I'm an adult, I've learned to love math. </i><br />
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<i>I'm not at all good at it. But I still love it. I feel so pleased when I am able to solve a problem. I enjoy putting together a nice spreadsheet the way people enjoy putting together a nice garden.</i></div>
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<i>I've been thinking about math recently - how we teach it, and how we struggle with it as a society. This post is kind of just a smattering of thoughts and opinions I've on the subject.</i></div>
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<i>So - if you hate math - please, read on.</i></div>
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<i>_________________________________________________ </i></div>
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Ok, this is a true story.<br />
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I was in Macy's the other day, buying some shorts (don't panic, its unlikely you'll ever see me in them).<br />
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As I walked up to the register, there was a woman ahead of me talking to the cashier.<br />
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The woman asked the cashier: "I have two coupons, and I can only use one. One is for $10 off my purchase, one is for 20% off. Can you tell me which one would save me more money."<br />
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She rattled it off just like that, like a teacher reading a word problem to a school child.<br />
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The cashier pulled a little scanner gun out from behind the counter. BEEP. BEEP. BEEP.<br />
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"The 20% off coupon would save you $18."<br />
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"Ok, I'll use that one, then" the shopper replied.<br />
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This exchange bugged me for the rest of the day. In fact, a week has gone by, and I'm using it as a jump off point for a blog post. It stuck with me.<br />
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And what is it that needled me so?<br />
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I couldn't stop thinking: <i>Why the hell couldn't this poor woman reason out for herself which coupon was the better deal?</i><br />
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Faced with what amounted to very simple arithmetic problem (I'm going to explain how we can know that later), she either could not - or could not be bothered to - figure it out on her own. She needed the cashier and her tools to work it out for her.<br />
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This shopper demonstrated a moment of what the neurologist <a href="http://en.wikipedia.org/wiki/Douglas_Hofstadter">Douglas Hofstadter</a> dubbed "innumeracy," the inability to understand, work with, and extract meaningful information from numbers. <br />
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Its like literacy, but with numbers and relationships in place of letters and words. An <i><u>illiterate</u></i> individual sees a string of <u><i>letters</i></u> and has trouble decoding the information in them. An <i><u>innumerate</u></i> individual sees a string of <u><i>numbers</i></u> and and has trouble decoding the information in them.<br />
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Now, I'm not suggesting its the lady's fault that she couldn't visualize clearly 20% of her purchase total, and compare that number to 10. I think it has much more to do with how we educate people in America. More on that in a bit. <br />
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Some of you are probably wondering "what does public numeracy have to do with economics?" Well, just take a sec to think about this - how democratic can we claim economic and financial policy/products to be, when they revolve around a "language" many people can't read?<br />
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<b><u>The problem</u><u> the woman faced</u></b></div>
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First, lets take a moment to think about the particular problem the shopper was facing.<br />
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<b>20% is the same as 1/5th.</b> That's easy to remember:<br />
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20 times 5 is 100. 100 divided by 5 is 20. If a 20 cent coin existed, you would need 5 to make a dollar. You need 5 pairs of dimes to make a dollar. There's 4 quarters in a dollar, and if you took 5 cents from each quarter, each of the 4 quarters would be 20 cent pieces and the 4 extra 5 cent pieces would make a 5th 20 cent piece...<br />
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However you want to remember it - 20% is the same as 1/5th. <br />
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20% of the purchase was $18, which is the same as saying $18 constituted 1/5th of the purchase. So we know the woman's total purchase was worth $18 times 5. <b>She must have had $90 worth of stuff.</b><br />
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So the problem she faced boils down to "What's greater: <span style="color: #f1c232;"><abbr title="And if the answer to '90 divided by 5' isn't instinctive to you, you could round it to '100 divided by 5' and get a pretty close estimate.">'90 divided by 5,'</abbr></span> or '10'?" Not difficult. Its a 5th grade math problem.<br />
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Now, I can understand asking at the register or getting out a calculator if it was a close call. But the 20% off coupon provided almost twice the discount of the other. Its not really close. There's no reason she should have had to ask. <br />
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<b><u>So what?</u></b> </div>
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Yeah, I heard you asking that. "Big deal. The woman's got other stuff to worry about then doodley little math problems. So what if she didn't bother to work out what coupon was worth more before she got up to the register?"<br />
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My point is, if this individual was completely numerate, <i>she wouldn't have had to '<u>work out</u>' the problem at all</i>. It should have been obvious at first blush.</div>
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90/5 > 10 should be a reflex. Having to 'work out' a problem as simple as this is the nummeracy equivalent of having to 'sound out' a word.</div>
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Ask yourself this - if the shopper was at the counter asking the cashier to read some clothing labels and tags to her, would you have the same "so what?" reaction to the story?<br />
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<b><u>Its the education, stupid</u></b></div>
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I'm a graduate of the University of Buffalo, a school that has a sizable international student population.<br />
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I did an M.A. in Economics there 3 years ago. About half my cohort were foreign students. Mostly from China, but a fair number coming from South East Asian and the Subcontinent as well.<br />
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We had one professor from Portugal. He had a habit of writing out any mathematical argument, function or model out on the board twice - once as a chart or graph, and once entirely in mathematical symbols.<br />
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The reason why? As he bluntly put it "The Asians understand calculus symbols but not charts. Americans understand charts, but not symbols." He wished we'd all understand both.<br />
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Obviously, there's nothing that genetically predisposes Asians to better understand mathematical languages, or Americans to understand graphics. But there are differences in our <i>educational systems</i>,<i> </i>and I really think that's where the root of the problem lies<i>.</i><br />
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The culture and custom in US when it comes to math education is to teach kids to memorize <i>rules.</i> When I was in 4th grade, we just memorized "six times six <i><b>is</b></i> thirty-six." We didn't worry about <i><b>why</b>.</i><br />
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<span style="color: #f1c232;"><abbr title="And feel free to tell me if this isn't true, I'm not an education expert!">My impression</abbr></span> has always been that in non-US educational systems (not just Asian, but Europe and Australia as well), there's more of a focus on understanding concepts then just learning calculation tricks.<br />
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Kids are made to understand what's going on behind the symbols, ultimately making their education more salient and usable outside the classroom.</div>
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For more on the differences in educational culture in the USA and abroad, check out:<br />
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<li><a href="http://en.wikipedia.org/wiki/Singapore_Math">Singapore Math</a></li>
<li><a href="http://www.youtube.com/watch?v=_AJvshZmYPs">Japanese Multiplication Trick</a> (Note - This is more of a trick for teaching the concept. See how the method can break down when you scale it up <a href="http://www.youtube.com/watch?v=a-e8fzqv3CE">here</a>.)</li>
<li><a href="http://www.guardian.co.uk/education/2013/feb/22/maths-pupils-england-behind-chinese">Star maths pupils in England two years behind Asian peers by age 16</a> - The Guardian </li>
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Remember, numbers and notations are just symbols that represent real
concepts. Math is about how those real concepts relate to each other,
not just about squiggles on a page.<br />
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<b><u>Popular protests</u></b> </div>
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There's some popular protests I've heard to the assertion that math education and public numeracy is so vital.</div>
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<i><b>"You don't need to know math if you have a calculator"</b></i><br />
A calculator is a tool. If can help out, save some time, and avoid errors, but it can't tell you how to best use the numbers it process to inform decisions.<br />
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You can't lay a calculator on top of a pile of bills and pay stubs, turn it on, and let it sort out your finances. You can't place your calculator on top of a budget proposal and tighten up its gaps.<br />
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A pile of hammers can't build a house, and buying a stove doesn't make you a master chef. If owning a calculator is enough to make you nuerate, then having a dictionary around is all it takes for an new born baby to reach literacy.<br />
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<b><i>"You only need to learn basic math - enough to get by"</i></b><br />
The NYT ran an op-ed last year called "<a href="http://www.nytimes.com/2012/07/29/opinion/sunday/is-algebra-necessary.html?pagewanted=all&_r=0">Is Algebra Necessary?</a>"<b><i> </i></b>In it, the author suggests that public schools need not even bother teaching kids algebra or trigonometry. Just teach them what they need to survive - how to balance a checkbook, some basic statistics, etc.<br />
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So where is the op-ed entitled "Is 'To Kill a Mockingbird' Necessary?" How about "Are Essays Necessary?" "Are Book Reports Necessary?"<br />
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To suggest that students shouldn't be exposed to anything more than basic math feels a lot suggesting they shouldn't be exposed to anything more than basic reading. If they can read a Facebook status and a road sign, they're literate. Forget books. They'll never read one after graduation so why waste their time with reading.<br />
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My dad often says "Math isn't about notation and numbers. Its about logic and reasoning. The notation and numbers are just the material you learn to reason with."<br />
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He's dead on. We expose children to algebra and geometry and calculus not just to teach them math but to <i>train them how to think rotely</i>. To hone their ability to work with concrete concepts. To practice reason, logic and analytical thinking.<br />
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<i>That </i>is the important skill. Don't miss the forest for the trees!<br />
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<i><b>"You'll never use math outside the classroom"</b></i><br />
We don't see ourselves using math in day to day existence because we think math is just a series of tricks and rules to be memorized. We think of it as a self-contained game of symbols and values. We don't realize how it relates to the world off the page.<br />
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Our teachers got so hung up on teaching us how to multiply by 3 or divide by two, that we missed the point of those exercises. What does it look like to triple something? What does it mean to cut it in half? That's what's important. <br />
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Rearranging furniture? Making an Excel file? Planning your finances? Shopping for a car? Looking to invest money? Building a shed? Thinking about economics? Buying groceries for a dinner party? You need math. You need numeracy.<br />
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You don't even need to really be working with actual integers per se to be flexing your numeracy. Understanding spatial relationships, estimating sizes and distances, comparing trade offs, visualizing what you're going to do before you do it, working with objective information, it all requires numeracy.<br />
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<b><u>Conclusion</u></b></div>
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There's a huge stigma in this country about <i>literacy.</i> We don't like it, and we've worked hard to eradicate it.<br />
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We've been pretty successful. We are, by and large, a very literate society. However, as a developed society, with a well educated citizenry, we aren't the most nummerate one.<br />
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The crazy thing is <i>we already know how to address the problem.</i> We need to teach kids <i>why</i> half of 5 is 2.5, not just teach them to memorize little computational tricks.<br />
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We need to get the math curriculum right. And we don't have to invent or discover one! There's so many models out there we can emulate! We just have to <i>do </i>it.<br />
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If it was obvious that our schools were failing to teach kids to read, there'd be a <i>riot</i>. But failing to produce an adequately numerate society gets no reaction. <br />
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Were's that riot? Cuz I'm ready to join it.<br />
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<span style="font-size: large;"><b>Dan Meyer: Math class needs a makeover</b></span></div>
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<iframe allowfullscreen="" frameborder="0" height="315" mozallowfullscreen="" scrolling="no" src="http://embed.ted.com/talks/dan_meyer_math_curriculum_makeover.html" webkitallowfullscreen="" width="560"></iframe>
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Economystifiedhttp://www.blogger.com/profile/13721219444051369880noreply@blogger.com0