{"id":11969,"date":"2016-08-24T05:00:52","date_gmt":"2016-08-24T10:00:52","guid":{"rendered":"http:\/\/marcfbellemare.com\/wordpress\/?p=11969"},"modified":"2016-08-23T14:21:24","modified_gmt":"2016-08-23T19:21:24","slug":"development-concepts-heterogeneity","status":"publish","type":"post","link":"https:\/\/marcfbellemare.com\/wordpress\/11969","title":{"rendered":"Development Concepts: Heterogeneity"},"content":{"rendered":"<p>I am teaching an undergraduate class on development microeconomics starting in a few weeks, so I have been reading and thinking about the field quite a bit in preparation for the\u00a0semester.<\/p>\n<p>One of the things I find striking is how economic theory has regretfully been given short shrift over the past few decades in\u00a0development economics. This is likely\u00a0almost\u00a0entirely due to increases in computing power in the\u00a0early 1990s,* which led to a much greater demand for data, which in turn fostered more systematic efforts at collecting household survey data in developing countries.**<\/p>\n<p>This\u00a0made the field of development economics much more empirical than it used to be, and the Credibility Revolution, combined with the\u00a0<a href=\"http:\/\/marcfbellemare.com\/wordpress\/10190\">rediscovery<\/a>\u00a0of randomized controlled trials, came as a one-two punch that pushed\u00a0the field into\u00a0almost exclusively empirical territory. And obviously, it didn&#8217;t help that the returns to empirical research were much larger than the returns to theoretical research, which had already declined considerably by then.<\/p>\n<p>(To convince yourself of the foregoing,\u00a0pick up\u00a0an issue\u00a0of the <em>Journal of Development Economics<\/em> from the early 1990s and compare it to\u00a0one of the most recent ones; the theory-to-empirics ratio has virtually been inverted. Or just\u00a0think about how the standard text for graduate\u00a0development micro remains\u00a0<a href=\"http:\/\/www.amazon.com\/gp\/product\/0198773714\/ref=as_li_tl?ie=UTF8&amp;camp=1789&amp;creative=9325&amp;creativeASIN=0198773714&amp;linkCode=as2&amp;tag=marfbel-20&amp;linkId=CNOIKIXUXKCZBV7T\">Bardhan and Udry<\/a>&#8211;a book that was published in 1999!)<!--more--><\/p>\n<p>I am not saying this is good or bad. It just is, and I don&#8217;t want to take sides in the age-old debate between theorists and applied econometricians. But given the lack of emphasis on theory in development policy discourses nowadays, I felt as though there was a need for a discussion of some of the core concepts in development economics. If anything, now that we know how to test empirical claims about whether\u00a0stuff works with a good degree of credibility, attention is turning towards the mechanisms behind how stuff works, and this is where theory is useful.<\/p>\n<p>My Masters\u00a0<a href=\"http:\/\/sceco.umontreal.ca\/repertoire-departement\/vue\/martens-andre\/\">advisor<\/a>\u00a0used to say: &#8220;There\u00a0aren&#8217;t two types of economic analysis, one for developed and one for developing countries; there is only one kind of economic analysis: the right\u00a0one.&#8221;\u00a0Though that is entirely true, there are certainly certain concepts which need to be brought in in order for economic theory to lead to results\u00a0that can simply not emerge from the bare-bones neoclassical model\/Walrasian frictionless fiction.<\/p>\n<p>To be sure, a lot of the concepts initially developed by development economists are now part and parcel of economic theory; on that topic, see Pranab Bardhan&#8217;s 1993 article in the <em>JEP<\/em> titled &#8220;<a href=\"http:\/\/www.jstor.org\/stable\/2138203\">Economics of Development and the Development of Economics<\/a>.&#8221; There was a time, however, when many of those concepts were not exactly mainstream.<\/p>\n<p>A lot of the stuff I hope to discuss in this series comes from old lecture notes and, as such, I owe a huge debt to past instructors.<\/p>\n<h3>Heterogeneity<\/h3>\n<p>The first concept I wanted to discuss is <em>heterogeneity<\/em>.\u00a0The distribution of endowments, for example, is heterogeneous: some households are smallholders and only have a little bit of land; others are large landowners; yet others are landless. Moreover, the land market might be screwed up to the point where land does not get reallocated from the least to most productive households, which means that heterogeneity in landholdings is too important to be assumed away.<\/p>\n<p>That kind of heterogeneity&#8211;heterogeneity in landholdings&#8211;can lead to another kind of heterogeneity, viz. heterogeneity in market participation regimes, where some households are net buyers of a commodity, others are net sellers of it, and yet others are simply autarkic with respect to that commodity (i.e., they neither buy nor sell it).<\/p>\n<p>Whereas almost all households in a developed\u00a0country&#8211;a situation which we would normally analyze using the tools of neoclassical economics, and for which we would ignore heterogeneity because it is not terribly relevant&#8211;would\u00a0see their welfare increased by a policy whose aim is to keep food cheap, heterogeneity\u00a0would matter a great deal\u00a0in the typical\u00a0developing country. In that case, net buyers of food&#8211;city dwellers and the rural poor&#8211;would benefit from the policy, and net sellers of food&#8211;all of whom are found in rural areas&#8211;would be hurt by it.<\/p>\n<p>So whereas the overall welfare effects are not too difficult to figure out for the developed country, they are a lot more difficult to figure out for the developing country. This is especially so if you would like to come up with a mechanism for the winners to compensate the losers.<\/p>\n<p>Here is another example. In <a href=\"http:\/\/ajae.oxfordjournals.org\/content\/95\/4\/877.short\">Bellemare et al. (2013)<\/a>, we estimate the effects\u00a0of commodity price volatility on the welfare of rural Ethiopian households. Here, it turns out that the qualitative estimated average effect is similar\u00a0at all income levels&#8211;households would be willing to pay a positive fraction of their income to stabilize the prices of the seven most important commodities in the data&#8211;but that the magnitude of their willingness to pay (WTP) changes across income levels. The figure below shows how WTP changes as income changes.***<\/p>\n<p><a href=\"http:\/\/marcfbellemare.com\/wordpress\/wp-content\/uploads\/2016\/08\/WTP.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-medium wp-image-11989\" src=\"http:\/\/marcfbellemare.com\/wordpress\/wp-content\/uploads\/2016\/08\/WTP-580x360.jpg\" alt=\"WTP\" width=\"580\" height=\"360\" srcset=\"https:\/\/marcfbellemare.com\/wordpress\/wp-content\/uploads\/2016\/08\/WTP-580x360.jpg 580w, https:\/\/marcfbellemare.com\/wordpress\/wp-content\/uploads\/2016\/08\/WTP-768x477.jpg 768w, https:\/\/marcfbellemare.com\/wordpress\/wp-content\/uploads\/2016\/08\/WTP-940x584.jpg 940w, https:\/\/marcfbellemare.com\/wordpress\/wp-content\/uploads\/2016\/08\/WTP.jpg 967w\" sizes=\"auto, (max-width: 580px) 100vw, 580px\" \/><\/a><\/p>\n<p>These are only a few examples.\u00a0There are dozens of sources of heterogeneity which, though they don&#8217;t really matter when analyzing economic outcomes in\u00a0developed countries, often directly drive welfare outcomes in developing countries.\u00a0The bottom line, then, is this: Those various sources of heterogeneity can not only lead to perverse results, but\u00a0it is often necessary to take them into consideration in empirical analyses aimed at studying the mechanisms behind the various outcomes we are interested.<\/p>\n<p>* One of the professors I took microeconometrics from during my Masters\u00a0used to love telling students how\u00a0one of his summer jobs as a research assistant in grad school had\u00a0involved inverting a 40 x 40 matrix by hand.<\/p>\n<p>** My colleague Paul Glewwe was one of the early pioneers of household survey data collection. In fact, Paul (and his coauthor Margaret Grosh) <a href=\"http:\/\/econ.worldbank.org\/WBSITE\/EXTERNAL\/EXTDEC\/EXTRESEARCH\/EXTLSMS\/0,,contentMDK:21556161~menuPK:4196884~pagePK:64168445~piPK:64168309~theSitePK:3358997,00.html\">pretty much wrote the definitive book on household survey data collection<\/a>.<\/p>\n<p>*** In a comment on Bellemare et al. (2013),\u00a0<a href=\"http:\/\/ajae.oxfordjournals.org\/content\/98\/2\/670.short\">McBride (2015)<\/a> shows that the shape of that heterogeneity changes depending on how one treats the households in the data\u00a0who report an income of zero.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>I am teaching an undergraduate class on development microeconomics starting in a few weeks, so I have been reading and thinking about the field quite<\/p>\n<div class=\"more-link-wrapper\"><a class=\"more-link\" href=\"https:\/\/marcfbellemare.com\/wordpress\/11969\">Continue reading<span class=\"screen-reader-text\">Development Concepts: Heterogeneity<\/span><\/a><\/div>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-11969","post","type-post","status-publish","format-standard","hentry","category-uncategorized","entry"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p1gPg8-373","_links":{"self":[{"href":"https:\/\/marcfbellemare.com\/wordpress\/wp-json\/wp\/v2\/posts\/11969","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/marcfbellemare.com\/wordpress\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/marcfbellemare.com\/wordpress\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/marcfbellemare.com\/wordpress\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/marcfbellemare.com\/wordpress\/wp-json\/wp\/v2\/comments?post=11969"}],"version-history":[{"count":7,"href":"https:\/\/marcfbellemare.com\/wordpress\/wp-json\/wp\/v2\/posts\/11969\/revisions"}],"predecessor-version":[{"id":11991,"href":"https:\/\/marcfbellemare.com\/wordpress\/wp-json\/wp\/v2\/posts\/11969\/revisions\/11991"}],"wp:attachment":[{"href":"https:\/\/marcfbellemare.com\/wordpress\/wp-json\/wp\/v2\/media?parent=11969"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/marcfbellemare.com\/wordpress\/wp-json\/wp\/v2\/categories?post=11969"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/marcfbellemare.com\/wordpress\/wp-json\/wp\/v2\/tags?post=11969"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}