{"id":660,"date":"2012-08-14T16:40:09","date_gmt":"2012-08-15T00:40:09","guid":{"rendered":"http:\/\/www.deaneckles.com\/blog\/?p=660"},"modified":"2012-08-14T16:41:26","modified_gmt":"2012-08-15T00:41:26","slug":"interpreting-discrete-choice-models","status":"publish","type":"post","link":"http:\/\/www.deaneckles.com\/blog\/660_interpreting-discrete-choice-models\/","title":{"rendered":"Interpreting discrete-choice models"},"content":{"rendered":"<p>Are individuals random-utility maximizers? Or do individuals have private knowledge of shocks to their utility?<\/p>\n<blockquote><p>&#8220;McFadden (1974) observed that the logit, probit, and similar discrete-choice models have two interpretations. The first interpretation is that of individual random utility. A decisionmaker draws a utility function at random to evaluate a choice situation. The distribution of choices then reflects the distribution of utility, which is the object of econometric investigation. The second interpretation is that of a population of decision makers. Each individual in the population has a deterministic utility function. The distribution of choices in the population reflects the population distribution of preferences. &#8230; One interpretation of this game theoretic approach is that the econometrician confronts a population of random-utility maximizers whose decisions are coupled. These models extend the notion of Nash equilibrium to random- utility choice. The other interpretation views an individual\u2019s shock as known to the individual but not to others in the population (or to the econometrician). In this interpretation, the Brock-Durlauf model is a Bayes-Nash equilibrium of a game with independent types, where the type of individual i is the pair (x_i, e_i). Information is such that the first component of each player i\u2019s type is common knowledge, while the second is known only to player i.&#8221; &#8212; Blume, Brock, Durlauf &#038; Ioannides. 2011. <a href=\"http:\/\/mfi.uchicago.edu\/humcap\/groups\/hi\/hi_members_only\/pubs\/bbdiprint.pdf\">Identification of Social Interactions<\/a>. Handbook of Social Economics, Volume 1B.<\/p><\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>Are individuals random-utility maximizers? Or do individuals have private knowledge of shocks to their utility? &#8220;McFadden (1974) observed that the logit, probit, and similar discrete-choice models have two interpretations. The first interpretation is that of individual random utility. A decisionmaker draws a utility function at random to evaluate a choice situation. The distribution of choices [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[88,78,14],"tags":[],"class_list":["post-660","post","type-post","status-publish","format-standard","hentry","category-econometrics","category-markets","category-psychology"],"_links":{"self":[{"href":"http:\/\/www.deaneckles.com\/blog\/wp-json\/wp\/v2\/posts\/660","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.deaneckles.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.deaneckles.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.deaneckles.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.deaneckles.com\/blog\/wp-json\/wp\/v2\/comments?post=660"}],"version-history":[{"count":5,"href":"http:\/\/www.deaneckles.com\/blog\/wp-json\/wp\/v2\/posts\/660\/revisions"}],"predecessor-version":[{"id":665,"href":"http:\/\/www.deaneckles.com\/blog\/wp-json\/wp\/v2\/posts\/660\/revisions\/665"}],"wp:attachment":[{"href":"http:\/\/www.deaneckles.com\/blog\/wp-json\/wp\/v2\/media?parent=660"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.deaneckles.com\/blog\/wp-json\/wp\/v2\/categories?post=660"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.deaneckles.com\/blog\/wp-json\/wp\/v2\/tags?post=660"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}