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		<title>This blog has moved to: ChrisAuld.com</title>
		<link>http://quantecon.wordpress.com/2011/09/05/this-blog-is-moving-to-chrisauld-com/</link>
		<comments>http://quantecon.wordpress.com/2011/09/05/this-blog-is-moving-to-chrisauld-com/#comments</comments>
		<pubDate>Mon, 05 Sep 2011 21:36:40 +0000</pubDate>
		<dc:creator>Chris Auld</dc:creator>
				<category><![CDATA[Uncategorized]]></category>

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		<description><![CDATA[For various reasons I am changing the name of this nearly new blog to: ChrisAuld.com The links presently here will continue to work indefinitely but I have disabled comments. Please visit the new site should you wish to comment on one of these posts. Filed under: Uncategorized<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=quantecon.wordpress.com&#038;blog=20842972&#038;post=343&#038;subd=quantecon&#038;ref=&#038;feed=1" width="1" height="1" />]]></description>
				<content:encoded><![CDATA[<p>For various reasons I am changing the name of this nearly new blog to:</p>
<p><a href="http://ChrisAuld.com">ChrisAuld.com</a></p>
<p>The links presently here will continue to work indefinitely but I have disabled comments.  Please visit the new site should you wish to comment on one of these posts.</p>
<br />Filed under: <a href='http://quantecon.wordpress.com/category/uncategorized/'>Uncategorized</a>  <a rel="nofollow" href="http://feeds.wordpress.com/1.0/gocomments/quantecon.wordpress.com/343/"><img alt="" border="0" src="http://feeds.wordpress.com/1.0/comments/quantecon.wordpress.com/343/" /></a> <img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=quantecon.wordpress.com&#038;blog=20842972&#038;post=343&#038;subd=quantecon&#038;ref=&#038;feed=1" width="1" height="1" />]]></content:encoded>
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		<title>The Global Liveability Survey&#8217;s less than compelling methods, and an alternative</title>
		<link>http://quantecon.wordpress.com/2011/08/31/the-global-liveability-surveys-less-than-compelling-methods-and-an-alternative/</link>
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		<pubDate>Wed, 31 Aug 2011 20:00:29 +0000</pubDate>
		<dc:creator>Chris Auld</dc:creator>
				<category><![CDATA[Econometrics]]></category>
		<category><![CDATA[Global Liveability Survey]]></category>
		<category><![CDATA[house prices]]></category>
		<category><![CDATA[The Economist]]></category>
		<category><![CDATA[urban economics]]></category>

		<guid isPermaLink="false">http://quantecon.wordpress.com/?p=314</guid>
		<description><![CDATA[The Economist&#8217;s liveability Scale is under fire for downgrading Vancouver in the latest results. The reason given for the downgrade: traffic problems on the Malahat, a nearby mountain. The problem: the Malahat is on Vancouver Island, two hours away by ferry. How does the Economist calculate their scale, and are there better alterntatives? How did [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=quantecon.wordpress.com&#038;blog=20842972&#038;post=314&#038;subd=quantecon&#038;ref=&#038;feed=1" width="1" height="1" />]]></description>
				<content:encoded><![CDATA[<p>The Economist&#8217;s liveability Scale is <a href="http://www.theglobeandmail.com/news/national/british-columbia/vancouver-loses-top-spot-on-most-liveable-city-list/article2146892/"> under fire for downgrading Vancouver in the latest results</a>.  The reason given for the downgrade: traffic problems on the Malahat, a nearby mountain.  The problem: the Malahat is on Vancouver </i>Island</i>, two hours away by ferry.  How does the Economist calculate their scale, and are there better alterntatives?</p>
<p><span id="more-314"></span></p>
<p>How did traffic problems on the Malahat reflect in the scale&#8217;s rankings so quickly?  While traffic through the Malahat has long been an issue, the recent widely-reported problem was a  twenty-two hour closure this April.</p>
<p>Most attempts to quantify living standards are based on weighted averages of various objective measures.  The  <a href="http://en.wikipedia.org/wiki/Human_Development_Index">Human Development Index</a>, for example, is based on measures of life expectancy, education, and income.  If the Economist&#8217;s livability scale were methodologically similar, then it would have to both be the case that the Malahat is included in the Vancouver region and that problems on the Malahat had already somehow appeared in data, which seems unlikely.</p>
<p>It turns out the liveability is based largely on the completely subjective impressions of the people who write the report. </p>
<blockquote><p>
The Economist Intelligence Unit’s liveability rating quantifies the challenges that might be presented to an individual’s lifestyle in any given location, and allows for direct comparison between locations. Every city is assigned a rating of relative comfort for over 30 qualitative and quantitative factors across five broad categories: stability; healthcare; culture and environment; education; and infrastructure. Each factor in a city is rated as acceptable, tolerable, uncomfortable, undesirable or intolerable. For qualitative indicators, a rating is awarded based on the judgment of in-house analysts and in-city contributors. For quantitative indicators, a rating is calculated based on the relative performance of a number of external data points.  The scores are then compiled and weighted to provide a score of 1–100, where 1 is considered intolerable and 100 is considered ideal.
</p></blockquote>
<p>It would appear, then, that traffic is one of the qualitative scales, analysts create these scales at least in part by reading news reports, and they incorrectly assumed reports of problems on Vancouver Island pertain to Vancouver.  </p>
<p>This is terrible methodology even putting aside the geographic illiteracy.  Why choose these 30 categories and not 30, or 60, three, other categories?  Given the categories chosen, why choose a five point scale&#8212;the answers would probably change, everything else equal, with a six or 12 or 100 point scale.  The individual measures are not quantitative except in that they are an ordinal ranking: there is no meaningful sense in which a one point change from &#8220;intolerable&#8221; to &#8220;undesirable&#8221; is the same as a one point change from &#8220;tolerable&#8221; to &#8220;acceptable,&#8221; for example.  Adding up the individual scales, even with weights, is then meaningless.  The measures are weighted, presumably to reflect issues like severe crime causing lower livability than severe seagull droppings, but the weights used cannot be anything other than subjective and arbitrary.  So we wind up with an arbitrarily weighted sum of arbitrary measures which can neither be meaningfully summed nor measured. That&#8217;ll be <a href="http://store.eiu.com/product/435217628.html">$5,250</a> for the latest issue, by the way.</p>
<p>There are more rigorous alternatives.  The distribution of land prices and wages across cities in part reflects differences in amenities across cities.  Other things equal, you will have to pay more for a unit of land in a city which is a nice place to live than you will for a piece of land in a dump.  Looking through the lens of a model which sorts out how wages and rents are jointly determined across cities, we can statistically infer quality of life from objective data on prices and a few other characteristics.  A recent example is <a href="http://www-personal.umich.edu/~albouy/Cityvalue/cityvalue.pdf">Albouy 2010</a>.  Here is a graph from that paper showing estimates of productivity-enhancing characteristics against quality of life enhancing characterisitcs&#8212;essentially, a &#8220;livability scale,&#8221; formally defined and objectively measured:</p>
<p><a href="http://quantecon.files.wordpress.com/2011/08/amenities-graph-lowres.png"><img src="http://quantecon.files.wordpress.com/2011/08/amenities-graph-lowres.png?w=500&#038;h=510" alt="" title="amenities-graph-lowres" width="500" height="510" class="aligncenter size-full wp-image-315" style="border:0 solid #c00!important;" /></a></p>
<p>Cities with high values on the y-axis have high quality of life, cities with high values on the x-axis have high productivity.  The estimates suggest cities like Honolulu, Santa Barbara, and San Francisco have excellent quality of life, which seems plausible.  I don&#8217;t know why Kokomo, Indiana is last.  Perhaps it&#8217;s too close to the Malahat.</p>
<br />Filed under: <a href='http://quantecon.wordpress.com/category/econometrics/'>Econometrics</a> Tagged: <a href='http://quantecon.wordpress.com/tag/global-liveability-survey/'>Global Liveability Survey</a>, <a href='http://quantecon.wordpress.com/tag/house-prices/'>house prices</a>, <a href='http://quantecon.wordpress.com/tag/the-economist/'>The Economist</a>, <a href='http://quantecon.wordpress.com/tag/urban-economics/'>urban economics</a> <a rel="nofollow" href="http://feeds.wordpress.com/1.0/gocomments/quantecon.wordpress.com/314/"><img alt="" border="0" src="http://feeds.wordpress.com/1.0/comments/quantecon.wordpress.com/314/" /></a> <img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=quantecon.wordpress.com&#038;blog=20842972&#038;post=314&#038;subd=quantecon&#038;ref=&#038;feed=1" width="1" height="1" />]]></content:encoded>
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		<title>Did a Liberal MLA cause a change in district HST support?</title>
		<link>http://quantecon.wordpress.com/2011/08/30/did-a-liberal-mla-cause-a-change-in-district-hst-support/</link>
		<comments>http://quantecon.wordpress.com/2011/08/30/did-a-liberal-mla-cause-a-change-in-district-hst-support/#comments</comments>
		<pubDate>Tue, 30 Aug 2011 16:24:45 +0000</pubDate>
		<dc:creator>Chris Auld</dc:creator>
				<category><![CDATA[Canadian policy]]></category>
		<category><![CDATA[Econometrics]]></category>

		<guid isPermaLink="false">http://quantecon.wordpress.com/?p=299</guid>
		<description><![CDATA[Local linear sharp RD estimate: -0.12%, z=-0.05. Filed under: Exercises in rigorous, pointless causal analyis. Filed under: Canadian policy, Econometrics<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=quantecon.wordpress.com&#038;blog=20842972&#038;post=299&#038;subd=quantecon&#038;ref=&#038;feed=1" width="1" height="1" />]]></description>
				<content:encoded><![CDATA[<p><a href="http://quantecon.files.wordpress.com/2011/08/hst-rd.png"><img src="http://quantecon.files.wordpress.com/2011/08/hst-rd.png?w=500&#038;h=365" alt="" title="hst-rd" width="500" height="365" class="aligncenter size-large wp-image-300" style="border:0 solid #c00!important;" /></a></p>
<p>Local linear sharp RD estimate: -0.12%, z=-0.05.</p>
<p>Filed under: <i>Exercises in rigorous, pointless causal analyis.</i></p>
<br />Filed under: <a href='http://quantecon.wordpress.com/category/canadian-policy/'>Canadian policy</a>, <a href='http://quantecon.wordpress.com/category/econometrics/'>Econometrics</a>  <a rel="nofollow" href="http://feeds.wordpress.com/1.0/gocomments/quantecon.wordpress.com/299/"><img alt="" border="0" src="http://feeds.wordpress.com/1.0/comments/quantecon.wordpress.com/299/" /></a> <img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=quantecon.wordpress.com&#038;blog=20842972&#038;post=299&#038;subd=quantecon&#038;ref=&#038;feed=1" width="1" height="1" />]]></content:encoded>
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		<title>Which districts voted against the HST?</title>
		<link>http://quantecon.wordpress.com/2011/08/29/which-districts-voted-against-the-hst/</link>
		<comments>http://quantecon.wordpress.com/2011/08/29/which-districts-voted-against-the-hst/#comments</comments>
		<pubDate>Tue, 30 Aug 2011 00:38:45 +0000</pubDate>
		<dc:creator>Chris Auld</dc:creator>
				<category><![CDATA[Canadian policy]]></category>
		<category><![CDATA[Econometrics]]></category>
		<category><![CDATA[econometrics]]></category>
		<category><![CDATA[HST]]></category>

		<guid isPermaLink="false">http://quantecon.wordpress.com/?p=246</guid>
		<description><![CDATA[Stephen Gordon laments British Columbians&#8217; failure to ratify the HST, which will reduce our standard of living in B.C. for many years.The case in favour of the HST was overwhelming and no expert opposed the HST in public. Which people voted against their own best interests? The Globe and Mail&#8217;s Chris Hannay presents some graphs [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=quantecon.wordpress.com&#038;blog=20842972&#038;post=246&#038;subd=quantecon&#038;ref=&#038;feed=1" width="1" height="1" />]]></description>
				<content:encoded><![CDATA[<p><a href="http://www.theglobeandmail.com/report-on-business/economy/economy-lab/stephen-gordon/bc-hst-vote-why-good-economics-falls-on-deaf-ears/article2145398/">Stephen Gordon</a> laments British Columbians&#8217; failure to ratify the HST, which will reduce our standard of living in B.C. for many years.The case in favour of the HST was overwhelming and no expert opposed the HST in public. Which people voted against their own best interests?</p>
<p>The Globe and Mail&#8217;s Chris Hannay <a href="http://www.theglobeandmail.com/news/national/british-columbia/how-bc-voted-on-the-hst/article2145129/">presents some graphs</a> showing proportion voting for the HST against certain demographic characteristics at the electoral district level. Districts with higher incomes tended to vote to keep the HST:</p>
<p><a href="http://quantecon.files.wordpress.com/2011/08/globe-hst.jpg"><img class="aligncenter size-full wp-image-247" title="globe-HST" src="http://quantecon.files.wordpress.com/2011/08/globe-hst.jpg?w=500" alt=""   border="0" style="border:0 solid #c00!important;" /></a><br />
and a similar pattern holds for education: unconditionally, districts with more educated people were more likely to vote to keep the HST. Hannay implies that these effects are really the same effect: more educated people also tend to earn more, so the education&#8212;vote correlation is just another way of seeing that higher income people voted in their class interest.</p>
<p>An alternate explanation draws on <a href="http://quantecon.wordpress.com/2011/08/27/who-thinks-economists-know-what-theyre-doing-some-econometric-evidence/">my post from a couple of days ago</a> on education and beliefs that economists understand the effects of taxation on the economy: uneducated people tend to place low weight on expert analysis, certainly <a href="http://econlog.econlib.org/archives/2005/04/education_and_t.html">including economic analysis</a>.  The direct impact of the HST on prices was easy for everyone to observe&#8212;they&#8217;re printed on cash register receipts. But the indirect effects, the effects on changes in embedded prices, were <a href="http://worthwhile.typepad.com/worthwhile_canadian_initi/2011/08/the-case-for-stealth-taxation.html">hard to observe</a>. The HST was not in place long enough to observe effects on investment and growth. One had to yield to expert opinion to draw the correct conclusion that the HST is good policy.</p>
<p><span id="more-246"></span></p>
<p>We can disentangle the effects of income and education with some simple regressions. The data that the Globe&#8217;s Hannay used are readily available, <a href="http://www.bcstats.gov.bc.ca/data/cen06/profiles/peds/ped_06.asp">2006 Census data from here</a>, and <a href="http://electionsbcenr.blob.core.windows.net/electionsbcenr/REF-2011-001.html">HST vote data</a> by district from Elections B.C. I also wanted to control for party in power, which I found listed <a href="http://bc2013.com/">here.</a> I ran simple OLS regressions. Some results:<br />
<a href="http://quantecon.files.wordpress.com/2011/08/hst-table1.jpg"><img src="http://quantecon.files.wordpress.com/2011/08/hst-table1.jpg?w=1024&#038;h=863" alt="" title="hst-table1" width="1024" height="863" class="aligncenter size-large wp-image-277" border="0" style="border:0 solid #c00!important;" /></a><br />
Specifications (1) and (2) confirm that the relationships between the proportion voting for the HST and income or education are substantively and statistically significant. Unconditionally, a 10% increase in median income is associated with 7.7% greater pro-HST votes (t=7.5), and a 10% increase in the proportion of people with no greater than high school education is associated with 3.4% (t=3.9) lower support for the HST (note these are percent changes, not percentage point changes).</p>
<p>Specification (3) controls for both education and income. The effect of income remains substantial and highly statistically significant, but the effect of education falls to less than a third of its unconditional level and loses statistical significance. However, column (4) adds dummies for NDP and Liberal MLAs (relative to independents), for Vancouver ridings, and for the proportion of the population who are immigrants. Holding these additional variables constant dramatically reduces the effect of income, which is quite highly correlated with votes in the 2009 election results, and the effect of education returns to roughly its unconditional magnitude and statistical significance. Other things equal, which party won the last election has little explanatory power; NDP-held ridings were 8% less likely to vote for the HST, but the effect is not statistically significant.</p>
<p>What can we conclude from these results? The idea that income drives everything has some superficial support: when we statistically hold income constant and look across districts with different education levels (as in column (3)) income and not education appears to be important, but once we consider more demographic characteristics (as in column (4)) income loses much of its predictive power. Both income and education appear to have independently influenced voting patterns. Finally, the proportion of immigrants appears to have had a large effect even after holding income and education constant, although it&#8217;s not at all obvious why, so perhaps other omitted variables explain that result.</p>
<p>An important caveat to keep in mind is that correlations between aggregate outcomes such as these tell us nothing at all about the underlying individual&#8211;level relationships. For example, we cannot conclude from these results that higher income or more educated <em>people</em> tended to vote for the HST&#8212;that may very well be true, but <a href="http://en.wikipedia.org/wiki/Ecological_fallacy">we cannot draw that conclusion from this sort of data.</a> We can only conclude that regions in which there are a higher proportion of high income or relatively highly educated people were more likely to have a relatively high proportion of votes to keep the HST.</p>
<p><strong>Replication files</strong>.<br />
Should you wish to replicate or extend these results, you can <a href="http://quantecon.files.wordpress.com/2011/08/bc-hst-dtafile.doc">download the data as a Stata .dta file</a> and <a href="http://quantecon.files.wordpress.com/2011/08/hst-dofile.doc">the .do file</a>. You will need to change the extensions to .dta and to .do.</p>
<br />Filed under: <a href='http://quantecon.wordpress.com/category/canadian-policy/'>Canadian policy</a>, <a href='http://quantecon.wordpress.com/category/econometrics/'>Econometrics</a> Tagged: <a href='http://quantecon.wordpress.com/tag/econometrics-2/'>econometrics</a>, <a href='http://quantecon.wordpress.com/tag/hst/'>HST</a> <a rel="nofollow" href="http://feeds.wordpress.com/1.0/gocomments/quantecon.wordpress.com/246/"><img alt="" border="0" src="http://feeds.wordpress.com/1.0/comments/quantecon.wordpress.com/246/" /></a> <img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=quantecon.wordpress.com&#038;blog=20842972&#038;post=246&#038;subd=quantecon&#038;ref=&#038;feed=1" width="1" height="1" />]]></content:encoded>
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		<title>Assorted links 28/08/11</title>
		<link>http://quantecon.wordpress.com/2011/08/28/assorted-links-280811/</link>
		<comments>http://quantecon.wordpress.com/2011/08/28/assorted-links-280811/#comments</comments>
		<pubDate>Sun, 28 Aug 2011 21:48:22 +0000</pubDate>
		<dc:creator>Chris Auld</dc:creator>
				<category><![CDATA[Uncategorized]]></category>

		<guid isPermaLink="false">http://quantecon.wordpress.com/?p=219</guid>
		<description><![CDATA[Kevin Milligan on British Columbians voting down the HST. I await the median voter selecting Mr. Dwayne Elizondo Mountain Dew Herbert Camacho as our next Premier. Dan Hamermesh proposes making ugly people a protected group in civil rights legislation. See also his recent paper with Jason Abrevaya showing good looks cause happiness. Ridley Scott to [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=quantecon.wordpress.com&#038;blog=20842972&#038;post=219&#038;subd=quantecon&#038;ref=&#038;feed=1" width="1" height="1" />]]></description>
				<content:encoded><![CDATA[<ol>
<li> <a href="http://m.theglobeandmail.com/report-on-business/economy/economy-lab/the-economists/hst-vote-a-move-in-the-wrong-direction/article2143449/?service=mobile">Kevin Milligan on British Columbians voting down the HST.</a>    I await the median voter selecting Mr. Dwayne Elizondo Mountain Dew Herbert Camacho as our next Premier.
<li><a href="http://www.nytimes.com/2011/08/28/opinion/sunday/ugly-you-may-have-a-case.html?_r=1&amp;src=tp">Dan Hamermesh proposes making ugly people a protected group in civil rights legislation.</a>  See also his <a href="http://ftp.iza.org/dp5600.pdf">recent paper</a> with Jason Abrevaya showing good looks cause happiness.
<li><a href="http://www.deadline.com/2011/08/ridley-scott-ready-to-direct-new-version-of-seminal-sci-fi-film-blade-runner/" />Ridley Scott to direct new Blade Runner film.</a>
<li><a href="http://arxiv.org/PS_cache/arxiv/pdf/1107/1107.3095v1.pdf"> I think this is supposed to be a real paper, not Swiftian satire. </a>
</ol>
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		<title>Who thinks economists know what they&#8217;re doing?  Some econometric evidence.</title>
		<link>http://quantecon.wordpress.com/2011/08/27/who-thinks-economists-know-what-theyre-doing-some-econometric-evidence/</link>
		<comments>http://quantecon.wordpress.com/2011/08/27/who-thinks-economists-know-what-theyre-doing-some-econometric-evidence/#comments</comments>
		<pubDate>Sat, 27 Aug 2011 19:11:22 +0000</pubDate>
		<dc:creator>Chris Auld</dc:creator>
				<category><![CDATA[Anti-economists]]></category>
		<category><![CDATA[Econometrics]]></category>
		<category><![CDATA[anti-economists]]></category>
		<category><![CDATA[economists]]></category>
		<category><![CDATA[growth]]></category>
		<category><![CDATA[GSS]]></category>
		<category><![CDATA[regression]]></category>
		<category><![CDATA[taxes]]></category>

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		<description><![CDATA[Who thinks economists know what they&#8217;re doing? And who thinks we don&#8217;t have a clue? Has the financial crisis altered the public&#8217;s perceptions of economics? And if so, which people tend to have changed their minds? Sex, ethnicity, immigration status, religious attendance, and political ideology do not, some evidence presented in this post suggests, predict [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=quantecon.wordpress.com&#038;blog=20842972&#038;post=148&#038;subd=quantecon&#038;ref=&#038;feed=1" width="1" height="1" />]]></description>
				<content:encoded><![CDATA[<p>Who thinks economists know what they&#8217;re doing?  And who thinks we don&#8217;t have a clue?  Has the financial crisis altered the public&#8217;s perceptions of economics?  And if so, which people tend to have changed their minds?  Sex, ethnicity, immigration status, religious attendance, and political ideology do not, some evidence presented in this post suggests, predict beliefs about economic understanding.  Older people trust economists somewhat less, all else equal. <b>The only basic demographic factor which is highly associated with the belief that economists don&#8217;t know what they&#8217;re doing is low educational achievement.</b>  The financial crisis does appear to have reduced the public&#8217;s credence in economists&#8217; competence, but basic demographics don&#8217;t strongly predict which people changed their minds.</p>
<p><span id="more-148"></span></p>
<p>The U.S. General Social Survey, a random sample of adults, asked respondents the following question in 2006 and 2010, a couple of years before and a couple of years after the crisis:</p>
<blockquote><p>
The first issue is federal income taxes. Some people say that reducing income taxes almost always helps the economy grow. Others say that reducing income taxes has very little long-term impact on economic growth but could cause a big increase in the deficit. Please look at Card B10. (On a scale of 1 to 5, where 1 means &#8220;Very Well&#8221; and 5 means &#8220;Not at All&#8221;), how well do [economists] understand the likely effects of reducing federal income taxes?
</p></blockquote>
<p>As far as I can tell responses have not been analyzed in the literature.  This is not a particularly good question to proxy beliefs about the state of economic science: it&#8217;s not well-posed. I&#8217;m not sure what the distribution of answers would look like if we randomly sampled economics professors, but I&#8217;d be really surprised if they were piled up on &#8220;5 Very Well.&#8221;  Yet it doesn&#8217;t seem unreasonable to interpret is as a rough index of beliefs over the credibility of economic science.  The distribution of answers (n=1,287) is displayed below, stratified by year:</p>
<p><a href="http://quantecon.files.wordpress.com/2011/08/economists-understand2.png"><img src="http://quantecon.files.wordpress.com/2011/08/economists-understand2.png?w=500" alt="" title="economists-understand2"   class="aligncenter size-full wp-image-175" style="border:0 solid #c00!important;" /></a></p>
<p>Economists enjoy more popular support than I would&#8217;ve guessed.  Most people think economists understand the effect of taxes on growth at least moderately well. Overall, just under a third think we understand &#8220;very well,&#8221; although that proportion declines between 2006 and 2010 from 34% to 24% (p&lt;0.01).  About 15% of respondents think we understand the effect &quot;Not at all&quot; or just a bit better (responses four or five on the five point scale) in 2006, rising modestly to 18% in 2008.</p>
<p>Who tends to believe economists know what they&#039;re doing?  Who became more cynical of economic understanding between 2006 and 2010?  Regression time.  I choose some basic demographics as explanatory variables: age, sex, ethnicity, education, and I also consider a measure of religious behavior (does the respondent attend church at least once per week) and of political ideology: dummies for &quot;conservative&quot; or &quot;liberal,&quot; relative to &quot;moderate,&quot; generated by lumping all conservative or moderate responses on a seven point scale together. </p>
<p>The dependent variable is an ordered response taking integer values from one through five.  Consider linear probability estimates (OLS) of the probability the respondent chooses category 1, economists understand &quot;Very well,&quot; and those of categories 4 or 5, &quot;Not at all.&quot;  I choose OLS since I want to include interactions between a 2010 dummy and all covariates to check, and test, how things change between 2006 and 2010, and interaction terms in nonlinear models are <a href="http://www.unc.edu/~enorton/AiNorton.pdf">a pain in the ass</a>.  Marginal effects from probit models were similar.</p>
<p>A set of regression estimates can be viewed <a href='http://quantecon.files.wordpress.com/2011/08/economists-understanding-table13.pdf'>by clicking here.</a>  Older people are somewhat less likely to think economists know what they&#8217;re doing.  In 2010 but not 2006 there is some evidence that people who attend church are more likely to believe economists know what they&#8217;re doing and less likely to believe economists know nothing at all.  Men appear to be a little more likely to believe economists know nothing at all.  Political ideology, perhaps surprisingly, has no traction in explaining credence in economists.  </p>
<p>The big story is education: people with little education are much more likely to report that economists don&#8217;t know anything at all, and much less likely to report that economists understand things very well, than people with better education. The unconditional probabilities of people who report economists know &#8220;nothing at all&#8221; are displayed below:</p>
<p><a href="http://quantecon.files.wordpress.com/2011/08/economists-understand13.png"><img src="http://quantecon.files.wordpress.com/2011/08/economists-understand13.png?w=500&#038;h=364" alt="" title="economists-understand1" width="500" height="364" class="aligncenter size-full wp-image-330" style="border:0 solid #c00!important;" /></a></p>
<p>and the regression estimates on educational categories (omitted: dropouts) are as follows:  </p>
<table border="0" width="*">
<b>Probability economists understand &#8220;Not at all,&#8221; relative to dropouts</b></p>
<td>                    </td>
<td>         (1)   </td>
<td>         (2)   </td>
<td>         (3)   </td>
</tr>
<tr>
<td>                    </td>
<td>         All   </td>
<td>        2006   </td>
<td>        2010   </td>
</tr>
<tr>
<td colspan="4">
<hr /></td>
</tr>
<tr>
<td>hsgrad              </td>
<td>     -0.0556   </td>
<td>     -0.0809*  </td>
<td>     -0.0033   </td>
</tr>
<tr>
<td>                    </td>
<td>     (-1.46)   </td>
<td>     (-1.72)   </td>
<td>     (-0.05)   </td>
</tr>
<tr>
<td colspan="4">&nbsp;</td>
</tr>
<tr>
<td>college             </td>
<td>     -0.1687***</td>
<td>     -0.1815***</td>
<td>     -0.1486** </td>
</tr>
<tr>
<td>                    </td>
<td>     (-4.33)   </td>
<td>     (-3.74)   </td>
<td>     (-2.18)   </td>
</tr>
<tr>
<td colspan="4">&nbsp;</td>
</tr>
<tr>
<td>gradschool          </td>
<td>     -0.1314***</td>
<td>     -0.1176** </td>
<td>     -0.1608** </td>
</tr>
<tr>
<td>                    </td>
<td>     (-2.98)   </td>
<td>     (-2.10)   </td>
<td>     (-2.26)   </td>
</tr>
<tr>
<td colspan="4">
<hr /></td>
</tr>
<tr>
<td>N                   </td>
<td>     1.3e+03   </td>
<td>    863.0000   </td>
<td>    424.0000   </td>
</tr>
<tr>
<td>r2                  </td>
<td>      0.0513   </td>
<td>      0.0416   </td>
<td>      0.0832   </td>
</tr>
<tr>
<td colspan="4">
<hr /></td>
</tr>
<tr>
<td colspan="4">
<i>t</i> statistics in parentheses, see text for list of other covariates.<br />
<br />* <i>p</i> &lt; 0.10, ** <i>p</i> &lt; 0.05, *** <i>p</i> &lt; 0.01
</td>
</tr>
</table>
<p>More education is highly and statistically significantly associated with lower probability of reporting economists understand little, and with higher probability of reporting economists understand a great deal.</p>
<p>Perhaps because the sample here is relatively small, none of the differences between coefficients in 2006 and 2010 are statistically significant in explaining either high or low credence in economists, and moreover they are not jointly significant. Ordered probit and semiparametric ordered response models (not displayed) lead to similar conclusions, although there is some evidence that people with graduate educations revised their beliefs downwards more so than people with less education.</p>
<p><b>REPLICATION FILES.</b></p>
<p>If you wish to replicate or extend these results, download the public use GSS dataset from NORC <a href="http://www.norc.uchicago.edu/GSS+Website/Download/" />here.</a>  Download the Stata .do file which generated the results above <a href='http://quantecon.files.wordpress.com/2011/08/gss-econ-attitude2.doc'>here</a> (change the extension from .doc to .do, it&#8217;s not really a Word file).  Please let me know should you find an error in the code.</p>
<br />Filed under: <a href='http://quantecon.wordpress.com/category/anti-economists/'>Anti-economists</a>, <a href='http://quantecon.wordpress.com/category/econometrics/'>Econometrics</a> Tagged: <a href='http://quantecon.wordpress.com/tag/anti-economists-2/'>anti-economists</a>, <a href='http://quantecon.wordpress.com/tag/economists/'>economists</a>, <a href='http://quantecon.wordpress.com/tag/growth/'>growth</a>, <a href='http://quantecon.wordpress.com/tag/gss/'>GSS</a>, <a href='http://quantecon.wordpress.com/tag/regression/'>regression</a>, <a href='http://quantecon.wordpress.com/tag/taxes/'>taxes</a> <a rel="nofollow" href="http://feeds.wordpress.com/1.0/gocomments/quantecon.wordpress.com/148/"><img alt="" border="0" src="http://feeds.wordpress.com/1.0/comments/quantecon.wordpress.com/148/" /></a> <img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=quantecon.wordpress.com&#038;blog=20842972&#038;post=148&#038;subd=quantecon&#038;ref=&#038;feed=1" width="1" height="1" />]]></content:encoded>
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		<title>I&#8217;m not drinking any gosh darned merlot!</title>
		<link>http://quantecon.wordpress.com/2011/08/24/im-not-drinking-any-gosh-darned-merlot/</link>
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		<pubDate>Wed, 24 Aug 2011 23:33:35 +0000</pubDate>
		<dc:creator>Chris Auld</dc:creator>
				<category><![CDATA[Alcohol and other drugs]]></category>
		<category><![CDATA[Econometrics]]></category>

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		<description><![CDATA[The movie Sideways impugned merlot and heaped praise on pinot noir. Did Sideways cause changes in market outcomes for these varietals? In The Sideways Effect: A test of changes in demand for merlot and pinot noir wines Cuellar et al provide some econometric evidence. They look for post-Sideways price and quantity changes in merlot and [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=quantecon.wordpress.com&#038;blog=20842972&#038;post=112&#038;subd=quantecon&#038;ref=&#038;feed=1" width="1" height="1" />]]></description>
				<content:encoded><![CDATA[<p>The movie <a href="http://www.imdb.com/title/tt0375063/">Sideways</a> impugned merlot and heaped praise on pinot noir. Did Sideways cause changes in market outcomes for these varietals?</p>
<p>In <a href="http://www.wine-economics.org/workingpapers/AAWE_WP25.pdf">The Sideways Effect: A test of changes in demand for merlot and pinot noir wines</a> Cuellar et al provide some econometric evidence. They look for post-Sideways price and quantity changes in merlot and pinot noir relative to the &#8220;control&#8221; varietal cabernet sauvignon using scan data from the U.S.</p>
<p>First consider quantities:<br />
<a href="http://quantecon.files.wordpress.com/2011/08/sideways-effect-quantity.png"><img src="http://quantecon.files.wordpress.com/2011/08/sideways-effect-quantity.png?w=500" alt="" title="Sideways effect quantity"   class="alignnone size-full wp-image-126" /></a></p>
<p><span id="more-112"></span></p>
<p>&#8220;Promoted&#8221; here means the product was advertised. The red vertical line is at 2004, when Sideways was released. Quantity of pinot increases markedly in 2005 relative to merlot or cab. The story for price is less clear:<br />
<a href="http://quantecon.files.wordpress.com/2011/08/sideways-effect-price1.png"><img src="http://quantecon.files.wordpress.com/2011/08/sideways-effect-price1.png?w=500" alt="" title="Sideways effect price"   class="alignnone size-full wp-image-133" /></a></p>
<p>Promoted pinots increase in price a bit over 10% in 2000, and then trend up another few percentage points post 2004. Merlot prices, promoted or not, fall relative to the other varietals over this period, but the decline appears to begin in 2002.</p>
<p>These results are what we might expect if it&#8217;s not very hard to switch production from one varietal to another, and the demand shock manifests as quantity changes rather than prices changes. However, since current prices depend on last (and previous) years&#8217; production and planting, it is somewhat surprising that we don&#8217;t see a relative price spike for pinot in 2004. The authors present some regression analysis further detailing these results (which is a little strange in my opinion&#8212;instead of a difference in difference approach, they assume a quadratic time trend, then look for a structural break in the linear component only in 2004).</p>
<br />Filed under: <a href='http://quantecon.wordpress.com/category/alcohol-and-other-drugs/'>Alcohol and other drugs</a>, <a href='http://quantecon.wordpress.com/category/econometrics/'>Econometrics</a>  <a rel="nofollow" href="http://feeds.wordpress.com/1.0/gocomments/quantecon.wordpress.com/112/"><img alt="" border="0" src="http://feeds.wordpress.com/1.0/comments/quantecon.wordpress.com/112/" /></a> <img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=quantecon.wordpress.com&#038;blog=20842972&#038;post=112&#038;subd=quantecon&#038;ref=&#038;feed=1" width="1" height="1" />]]></content:encoded>
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		<title>Assorted Links</title>
		<link>http://quantecon.wordpress.com/2011/08/23/assorted-links/</link>
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		<pubDate>Tue, 23 Aug 2011 20:31:05 +0000</pubDate>
		<dc:creator>Chris Auld</dc:creator>
				<category><![CDATA[Uncategorized]]></category>

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		<description><![CDATA[My colleague David Giles points out that the usual test statistics in linear regression follow textbook distributions assuming normal errors when the errors are not normal but come from the class of elliptically symmetric distributions (which includes Student and logistic). I didn&#8217;t know that! Has everyone noticed that Stata 12 has been released? A failed [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=quantecon.wordpress.com&#038;blog=20842972&#038;post=99&#038;subd=quantecon&#038;ref=&#038;feed=1" width="1" height="1" />]]></description>
				<content:encoded><![CDATA[<ol>
<li>  <a href="http://davegiles.blogspot.com/2011/08/being-normal-is-optional.html">My colleague David Giles points out that</a> the usual test statistics in linear regression follow textbook distributions assuming normal errors when the errors are not normal but come from the class of elliptically symmetric distributions (which includes Student and logistic).  I didn&#8217;t know that!
<li> Has everyone noticed that <a href="http://www.stata.com/stata12/" /> Stata 12 </a> has been released?
<li> A <a href="http://www.ingentaconnect.com/content/pal/eps/2011/00000010/00000001/art00011">failed attempt</a> to mock regression analysis in the social sciences.
<li> <a href="http://gothamist.com/2011/08/17/when_hunter_s_thompson_penned_rolli.php">Rejection letters from journal editors are somewhat more polite, but I&#8217;d prefer this.</a>
</ol>
<br />Filed under: <a href='http://quantecon.wordpress.com/category/uncategorized/'>Uncategorized</a>  <a rel="nofollow" href="http://feeds.wordpress.com/1.0/gocomments/quantecon.wordpress.com/99/"><img alt="" border="0" src="http://feeds.wordpress.com/1.0/comments/quantecon.wordpress.com/99/" /></a> <img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=quantecon.wordpress.com&#038;blog=20842972&#038;post=99&#038;subd=quantecon&#038;ref=&#038;feed=1" width="1" height="1" />]]></content:encoded>
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		<title>The rise of econometrics ?</title>
		<link>http://quantecon.wordpress.com/2011/08/23/the-rise-of-econometrics/</link>
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		<pubDate>Tue, 23 Aug 2011 18:33:22 +0000</pubDate>
		<dc:creator>Chris Auld</dc:creator>
				<category><![CDATA[Econometrics]]></category>

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		<description><![CDATA[Bryan Caplan speculates on reasons for the decline of economic theory, an apparent reduction over the last two decades in the status of theory in economics. He wonders how to measure changes in the status of theory and, assuming theory has declined, why? My casual empiricism agrees with Bryan&#8217;s. What does actual empiricism say? As a [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=quantecon.wordpress.com&#038;blog=20842972&#038;post=15&#038;subd=quantecon&#038;ref=&#038;feed=1" width="1" height="1" />]]></description>
				<content:encoded><![CDATA[<p>Bryan Caplan speculates on reasons for <a href="http://econlog.econlib.org/archives/2011/03/the_decline_of_3.html">the decline of economic theory,</a> an apparent reduction over the last two decades in the status of theory in economics.  He wonders how to measure changes in the status of theory and, assuming theory has declined, why?  </p>
<p>My casual empiricism agrees with Bryan&#8217;s.  What does actual empiricism say?  As a crude first pass, I counted the number of articles in Jstor economics journals that contain the word &#8220;regression.&#8221;  Of course not all articles that contain that word are empirical, nor do all empirical papers contain that word, but it seems a reasonable signal of empirical content.  The proportion over time (one observation per decade) looks like<br />
<a target='_blank' title='ImageShack - Image And Video Hosting' href='http://img87.imageshack.us/i/econometricsrise.png/'><img src='http://img87.imageshack.us/img87/4505/econometricsrise.png' border='0' style="border:0 solid #c00!important;" /></a>which shows that in the sample of journals tracked by jstor (which changes over time, muddying interpretation) the proportion of empirical papers, or at least papers which for some reason mention regressions, has been steadily increasing, although the rate of increase seems to have been lower 1970-2000 than prior to 1970 or after 2000.  </p>
<p><span id="more-15"></span></p>
<p>Surprisingly, the small and mostly dated literature I could find on the topic leans towards the opposite conclusion:</p>
<ul>
<li><a href="http://www.jstor.org/stable/2233841?seq=4">Oswald (1991)</a> showed that the proportion of empirical papers in <em>Economic Journal</em> rose from 3% in 1959 to 20% three decades later, but almost all of that increase occurred by the mid 1970s.  Oswald wondered if the discipline had been in an &#8220;equilibrium in which large numbers of researchers treat the subject as if were a kind of mathematical philosophy.&#8221;</li>
<li><a href="http://www.jstor.org/stable/20062060?seq=10">Coelho and McClure (2005)</a> reported that papers top general interest journals became more complex and less data-driven over the last several decades.</li>
<li>Morgan (1988) found that the proportion (about one-half) of empirical work in the mid 1980s in the AER was lower than the proportion of empirical work in political science (58%), sociology (78%), chemistry (100%), or physics (88%).</li>
<li><a href="http://www.jstor.org/stable/3570127?seq=3">Bridges and Haywood (2003)</a> found that the proportion of empirical papers in health economics journals <em>declined</em> from 70% to 60% between 1982 and 2001.</li>
</ul>
<p>These papers give little support to the notion of econometrics ascendent.  </p>
<p>However,  <a href="http://www2.warwick.ac.uk/fac/soc/economics/research/workingpapers/publications/twerp_841.pdf">a recent paper by Oswald and Ralsmark</a> stongly suggests that empirical work currently dominates.  The authors assessed the CVs of 109 assistant professors in top 10 U.S. departments.  They find 20% of these researchers predominately write pure theory, which tells us that only a small proportion of the best and brightest are pure theorists, and that departments with their choice of freshly minted PhDs are overwhelmingly picking empirical people.</p>
<p>It would be interesting to see an updated version of the papers that came out circa 1990 studying the proportion of theory papers, and not just in the AER or other top general interest journals, which may not be representative (<a href="http://www.jstor.org/stable/2138226?seq=6">Figlio 1994</a> found that top journals were substantially less likely than second tier outlets to publish empirical papers, but also that as of that time convergence appeared to be occurring).  </p>
<p>More questions: What is the optimal proportion of theory?  How do improvements in hardware, software, and data availability affect the optimal proportion of theory?  </p>
<br />Filed under: <a href='http://quantecon.wordpress.com/category/econometrics/'>Econometrics</a>  <a rel="nofollow" href="http://feeds.wordpress.com/1.0/gocomments/quantecon.wordpress.com/15/"><img alt="" border="0" src="http://feeds.wordpress.com/1.0/comments/quantecon.wordpress.com/15/" /></a> <img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=quantecon.wordpress.com&#038;blog=20842972&#038;post=15&#038;subd=quantecon&#038;ref=&#038;feed=1" width="1" height="1" />]]></content:encoded>
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		<title>Cannabis policy and traffic accidents</title>
		<link>http://quantecon.wordpress.com/2011/08/22/bad-science-from-the-drug-czars-office/</link>
		<comments>http://quantecon.wordpress.com/2011/08/22/bad-science-from-the-drug-czars-office/#comments</comments>
		<pubDate>Tue, 23 Aug 2011 00:16:25 +0000</pubDate>
		<dc:creator>Chris Auld</dc:creator>
				<category><![CDATA[Alcohol and other drugs]]></category>
		<category><![CDATA[Econometrics]]></category>
		<category><![CDATA[Health economics]]></category>

		<guid isPermaLink="false">http://quantecon.wordpress.com/?p=64</guid>
		<description><![CDATA[Do reductions in enforcement of marijuana prohibition lead to more traffic accidents? David Mineta, Deputy Director for Demand Reduction for the Office of National Drug Control Policy, writes in The Tennessean: Proponents of marijuana legalization often argue it will do everything from fixing our economy to ending violent crime (“Marijuana legalization bill offers safer alternative,” [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=quantecon.wordpress.com&#038;blog=20842972&#038;post=64&#038;subd=quantecon&#038;ref=&#038;feed=1" width="1" height="1" />]]></description>
				<content:encoded><![CDATA[<p>Do reductions in enforcement of marijuana prohibition lead to more traffic accidents?</p>
<p><span id="more-64"></span></p>
<p>David Mineta, Deputy Director for Demand Reduction for the Office of National Drug Control Policy, writes in <a href="http://www.tennessean.com/article/20110822/COLUMNIST0150/308220002/Movement-legalized-marijuana-ignores-dangers">The Tennessean</a>:</p>
<blockquote><p>
Proponents of marijuana legalization often argue it will do everything from fixing our economy to ending violent crime (“Marijuana legalization bill offers safer alternative,” Tennessee Voices, Aug. 15). Yet, the science is clear: Marijuana use is not a benign drug and it is harmful to public health and safety.
</p></blockquote>
<p>No reasonable observer believes that marijuana legalization will &#8220;fix the economy&#8221; nor, obviously, would it &#8220;end&#8221; violent crime.  Charitably suppose Mr. Mineta intends to counter the common view among drug policy experts that the costs of prohibition exceed the benefits. Mr. Mineta believes that demonstrating that &#8220;marijuana use [sic] is not a benign drug&#8221; is equivalent to showing that prohibition is sound policy, which is mistaken.  Mr. Mineta believes the science supports his claims:</p>
<blockquote><p>
Decades of scientific study, including research from the prestigious National Institutes of Health, show marijuana use is associated with addiction, treatment admissions among young people, fatal drugged driving accidents, and visits to emergency rooms. Data also reveal that marijuana potency has almost tripled in the past 20 years.
</p></blockquote>
<p>The negative social consequences Mineta claims support the case for prohibition are ER visits and traffic accidents.  But he makes an error in assuming that because marijuana use causes ER visits and traffic accidents, marijuana prohibition reduces ER visits and traffic accidents.</p>
<p>Consider a simple model in which traffic accidents <img src='http://s0.wp.com/latex.php?latex=%28T%29&amp;bg=fff&amp;fg=000000&amp;s=0' alt='(T)' title='(T)' class='latex' /> are caused by alcohol use <img src='http://s0.wp.com/latex.php?latex=%28A%29&amp;bg=fff&amp;fg=444444&amp;s=0' alt='(A)' title='(A)' class='latex' />, marijuana use <img src='http://s0.wp.com/latex.php?latex=%28M%29&amp;bg=fff&amp;fg=444444&amp;s=0' alt='(M)' title='(M)' class='latex' />, holding all other causes constant:</p>
<p><img src='http://s0.wp.com/latex.php?latex=T+%3D+%5Cbeta_0+%2B+%5Cbeta_1+A+%2B+%5Cbeta_2+M++&amp;bg=fff&amp;fg=444444&amp;s=-1' alt='T = &#92;beta_0 + &#92;beta_1 A + &#92;beta_2 M  ' title='T = &#92;beta_0 + &#92;beta_1 A + &#92;beta_2 M  ' class='latex' /></p>
<p>Suppose <img src='http://s0.wp.com/latex.php?latex=%5Cbeta_1+%3E+0&amp;bg=fff&amp;fg=444444&amp;s=0' alt='&#92;beta_1 &gt; 0' title='&#92;beta_1 &gt; 0' class='latex' /> and <img src='http://s0.wp.com/latex.php?latex=%5Cbeta_2+%3E+0&amp;bg=fff&amp;fg=000000&amp;s=0' alt='&#92;beta_2 &gt; 0' title='&#92;beta_2 &gt; 0' class='latex' />, that is, assume that all else equal increases in either marijuana use or alcohol use causally increases accidents.  </p>
<p>Now suppose marijuana is legalized and let the new consumption levels be <img src='http://s0.wp.com/latex.php?latex=A%5EL&amp;bg=fff&amp;fg=000000&amp;s=0' alt='A^L' title='A^L' class='latex' /> and <img src='http://s0.wp.com/latex.php?latex=M%5EL&amp;bg=fff&amp;fg=000000&amp;s=0' alt='M^L' title='M^L' class='latex' />.  We expect marijuana use to increase under legalization, so <img src='http://s0.wp.com/latex.php?latex=%28M%5EL+%3E+M%29&amp;bg=fff&amp;fg=000000&amp;s=0' alt='(M^L &gt; M)' title='(M^L &gt; M)' class='latex' />.  What happens to alcohol use depends on whether alcohol and marijuana are economic substitutes or complements.  If these drugs are substitutes, alcohol use falls when the (full) price of marijuana decreases with legalization, so <img src='http://s0.wp.com/latex.php?latex=%28A%5EL+%3E+A%29.&amp;bg=fff&amp;fg=000000&amp;s=0' alt='(A^L &gt; A).' title='(A^L &gt; A).' class='latex' /></p>
<p>The left hand side is the decrease in alcohol-caused accidents induced by marijuana legalization and the right-hand side is the increase in marijuana-caused accidents induced by marijuana legalization.  The sign of the effect depends on demand elasticities and on the the relative dangers of these two drugs.   </p>
<p>The evidence (e.g., <a href="http://epirev.oxfordjournals.org/content/21/2/222.short" title="Bates and Blakely (1999)">Bates and Blakely 1999</a>) suggests that it is likely that marijuana use causes accidents but that the effect is much smaller than that of alcohol, so <img src='http://s0.wp.com/latex.php?latex=%5Cbeta_2+%3C%3C+%5Cbeta_1&amp;bg=fff&amp;fg=000000&amp;s=0' alt='&#92;beta_2 &lt;&lt; &#92;beta_1' title='&#92;beta_2 &lt;&lt; &#92;beta_1' class='latex' />.  It follows that even a small increase in alcohol use may lead us to the superficially counterintuitive conclusion that: (1) marijuana use causes traffic accidents and (2) marijuana legalization reduces traffic accidents.</p>
<p>The evidence suggests that reductions in enforcement of marijuana prohibition cause decreases in traffic accidents. <a href="http://ideas.repec.org/a/eej/eeconj/v23y1997i3p253-276.html">Chaloupka and Laixuthai</a> estimate that marijuana decriminalization reduces youth traffic fatalities by 5.5% (p&lt;0.01).  Mr. Mineta&#039;s claim about ER admissions fails for the same reasons: <a href="http://www.jstor.org/pss/2290758">Model (1993)</a> shows that marijuana decriminalization increases marijuana ER mentions (note that a mention does not mean the drug was the direct nor indirect cause of the ER visit) but decreases<br />
mentions of all other illicit drugs by about 14% (p&lt;0.01).</p>
<p>Mr. Mineta then confuses correlation and causation:</p>
<blockquote><p>
This is especially troubling for use among teens because the earlier a person begins to use drugs, the more likely they are to develop a more serious abuse and addiction problem later in life.
</p></blockquote>
<p>The correlation that Mineta asserts does hold, but it does not follow that early use <i>causes</i> heavier use later in life.  Even in the case of nicotine, which is an extremely physically addictive drug, the evidence suggests that exogenously changing age of initiation (such as through policy changes) has little effect on usage patterns later in life, see for example <a href="http://ajph.aphapublications.org/cgi/content/full/93/3/412">Glied (2003)</a>, <a href="http://onlinelibrary.wiley.com/doi/10.1111/j.0008-4085.2005.00299.x/abstract">Auld (2005)</a>, and <a href="http://www.bepress.com/fhep/12/2/4/" />Eisenberg and Rowe (2009)</a>.  Put another way: the same characteristics which tend to induce a given person to begin smoking early in life also tend to induce that person to smoke more later in life.  Since marijuana is much less addictive than tobacco, it would be very surprising to find that exogenous changes in age at initiation into marijuana use cause substantial changes in use later in life.</p>
<p>Mr. Mineta proceeds to argue that regulating marijuana would be bad policy because prescription drugs are regulated in Tennessee but nonetheless Tennessee has higher rates of prescription drug abuse than in other states, which is a senseless argument for several reasons, perhaps most notably that those other states also regulate prescription drugs.</p>
<br />Filed under: <a href='http://quantecon.wordpress.com/category/alcohol-and-other-drugs/'>Alcohol and other drugs</a>, <a href='http://quantecon.wordpress.com/category/econometrics/'>Econometrics</a>, <a href='http://quantecon.wordpress.com/category/health-economics/'>Health economics</a>  <a rel="nofollow" href="http://feeds.wordpress.com/1.0/gocomments/quantecon.wordpress.com/64/"><img alt="" border="0" src="http://feeds.wordpress.com/1.0/comments/quantecon.wordpress.com/64/" /></a> <img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=quantecon.wordpress.com&#038;blog=20842972&#038;post=64&#038;subd=quantecon&#038;ref=&#038;feed=1" width="1" height="1" />]]></content:encoded>
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