{"id":5754,"date":"2012-02-08T05:00:22","date_gmt":"2012-02-08T10:00:22","guid":{"rendered":"http:\/\/marcfbellemare.com\/wordpress\/?p=5754"},"modified":"2012-02-08T08:26:27","modified_gmt":"2012-02-08T13:26:27","slug":"hipstermetrics","status":"publish","type":"post","link":"https:\/\/marcfbellemare.com\/wordpress\/5754","title":{"rendered":"Hipstermetrics"},"content":{"rendered":"<p><a href=\"http:\/\/marcfbellemare.com\/wordpress\/wp-content\/uploads\/2012\/02\/Hipstermetrics.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"size-medium wp-image-5755 aligncenter\" title=\"Hipstermetrics\" src=\"http:\/\/marcfbellemare.com\/wordpress\/wp-content\/uploads\/2012\/02\/Hipstermetrics-300x210.jpg\" alt=\"\" width=\"300\" height=\"210\" srcset=\"https:\/\/marcfbellemare.com\/wordpress\/wp-content\/uploads\/2012\/02\/Hipstermetrics-300x210.jpg 300w, https:\/\/marcfbellemare.com\/wordpress\/wp-content\/uploads\/2012\/02\/Hipstermetrics.jpg 500w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p style=\"padding-left: 30px;\">At first we were convinced that 100 percent of the variance in bike market size could be explained by the population density of a city. If you live an a densely populated area like San Francisco, bicycling is an efficient way to get around the city. If you live in Los Angeles, getting on a bicycle can\u2019t really get you anywhere. To our surprise, population density has a nearly zero correlation with our bicycle index.\u00a0If anything, it very weakly suggests the more densely populated the city, the less\u00a0prevalence\u00a0of biking.<\/p>\n<p>That&#8217;s from a <a title=\"The Fixie Bike Index\" href=\"http:\/\/blog.priceonomics.com\/post\/16013457968\/the-fixie-bike-index\" target=\"_blank\">post<\/a> titled &#8220;The Fixie Bike Index,&#8221; on the Priceonomics Blog.<\/p>\n<p>If, like me, you are nowhere near hip enough to know what a fixie is, let me spare you a Google search: a fixie is a fixed-gear bicycle, which is apparently a much-coveted item among hipsters. That&#8217;s right: grown men and women enjoy riding around town on a bike like the one you and I used to ride when we were 8 years old.<\/p>\n<p>That being said, let&#8217;s go back to the image above. Note how the above-referenced post explains how &#8220;population density has a nearly zero correlation with our bicycle index,&#8221; which, &#8220;[i]f anything, (&#8230;) very weakly suggests the more densely populated the city, the less\u00a0prevalence\u00a0of biking.&#8221;<\/p>\n<p>I guess someone missed the lecture on how sensitive the mean is to outliers back in college. A quick look at the scatter plot and regression line above indicate that the latter is driven by the point on the far right.<\/p>\n<p>Remove that point, and it looks like there might be a positive relationship between a city&#8217;s bike index and the density of its population.\u00a0Trim all four outliers, and it&#8217;s really not obvious what is going on.<\/p>\n<p>Surely there&#8217;s a bookshop in Williamsburg that has a used copy of Kennedy&#8217;s <em><a title=\"A Guide to Econometrics\" href=\"http:\/\/www.amazon.com\/Guide-Econometrics-Peter-Kennedy\/dp\/1405182571\/ref=sr_1_1?ie=UTF8&amp;qid=1328483381&amp;sr=8-1\" target=\"_blank\">Guide to Econometrics<\/a><\/em> for sale?<\/p>\n<p>(HT: <a title=\"@mungowitz\" href=\"http:\/\/twitter.com\/mungowitz\" target=\"_blank\">@mungowitz<\/a>&#8216;s\u00a0<a title=\"The Fixie Index: The Hipsterest Places in America\" href=\"http:\/\/mungowitzend.blogspot.com\/2012\/02\/fixie-index-hipsterest-places-in.html\" target=\"_blank\">snark<\/a>, which is not to be confused with <a title=\"Echidna's Arf\" href=\"http:\/\/www.youtube.com\/watch?v=B0sNHZN1lSU\" target=\"_blank\">Echidna&#8217;s Arf<\/a>.)<\/p>\n","protected":false},"excerpt":{"rendered":"<p>At first we were convinced that 100 percent of the variance in bike market size could be explained by the population density of a city.&#8230;<\/p>\n<div class=\"more-link-wrapper\"><a class=\"more-link\" href=\"https:\/\/marcfbellemare.com\/wordpress\/5754\">Continue reading<span class=\"screen-reader-text\">Hipstermetrics<\/span><\/a><\/div>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","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":[30,64,48,23],"tags":[],"class_list":["post-5754","post","type-post","status-publish","format-standard","hentry","category-commentary","category-econometrics","category-methods","category-social-sciences","entry"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p1gPg8-1uO","_links":{"self":[{"href":"https:\/\/marcfbellemare.com\/wordpress\/wp-json\/wp\/v2\/posts\/5754","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=5754"}],"version-history":[{"count":11,"href":"https:\/\/marcfbellemare.com\/wordpress\/wp-json\/wp\/v2\/posts\/5754\/revisions"}],"predecessor-version":[{"id":5796,"href":"https:\/\/marcfbellemare.com\/wordpress\/wp-json\/wp\/v2\/posts\/5754\/revisions\/5796"}],"wp:attachment":[{"href":"https:\/\/marcfbellemare.com\/wordpress\/wp-json\/wp\/v2\/media?parent=5754"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/marcfbellemare.com\/wordpress\/wp-json\/wp\/v2\/categories?post=5754"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/marcfbellemare.com\/wordpress\/wp-json\/wp\/v2\/tags?post=5754"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}