{"id":1329,"date":"2013-05-30T22:05:54","date_gmt":"2013-05-30T21:05:54","guid":{"rendered":"http:\/\/www.jutze.com\/?p=1329"},"modified":"2013-05-30T22:08:15","modified_gmt":"2013-05-30T21:08:15","slug":"measuring-the-popularity-of-novels","status":"publish","type":"post","link":"https:\/\/www.jutze.com\/?p=1329","title":{"rendered":"Measuring the Popularity of Novels?"},"content":{"rendered":"<p>Apparently, the amount of ratings on <a href=\"http:\/\/www.goodreads.com\" target=\"_blank\">GoodReads.com<\/a> is highly correlated with the ratings, at least for <a href=\"http:\/\/actualhomewreckersteverogers.tumblr.com\/post\/51737246393\/john-greens-tumblr-follow-up-to-yesterdays-post\">John Green&#8217;s four novels (<em>r<\/em> = .96)<\/a>. But is it really &#8216;the more, the merrier&#8217;? I picked four more authors (in a non-random fashion), had a look at the respective correlations for their novels, and made a couple of graphs to illustrate the results.<\/p>\n<div id=\"attachment_1330\" style=\"width: 310px\" class=\"wp-caption alignnone\"><a href=\"https:\/\/www.jutze.com\/wp-content\/uploads\/fig1.png\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-1330\" class=\"size-medium wp-image-1330\" alt=\"Scatter plot of amount of ratings and ratings\" src=\"https:\/\/www.jutze.com\/wp-content\/uploads\/fig1-300x212.png\" width=\"300\" height=\"212\" srcset=\"https:\/\/www.jutze.com\/wp-content\/uploads\/fig1-300x212.png 300w, https:\/\/www.jutze.com\/wp-content\/uploads\/fig1.png 1012w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><p id=\"caption-attachment-1330\" class=\"wp-caption-text\">Novels by John Green, Maureen Johnson, J.K. Rowling, and Stephanie Meyer<\/p><\/div>\n<p>The relationship is a negative one for Stephanie Meyer&#8217;s books. Two books of J.K. Rowling are outliers &#8211; her first one in terms of ratings on GoodReads, her most recent one in terms of rating. I therefore took the liberty to plot a quadratic fit (instead of a linear fit). It appears that John Green might be an exception (like the <a title=\"Wait For It...The Mongols!: Crash Course World History #17 \" href=\"https:\/\/www.youtube.com\/watch?v=szxPar0BcMo\" target=\"_blank\">Mongols<\/a>?) Also, <a href=\"http:\/\/www.amazon.com\" target=\"_blank\">Amazon.com<\/a> ratings tend to be higher; and again, there is no clear relationship between the amount of reviews and the average rating.<\/p>\n<p>And since I recently finished reading &#8220;On Chesil Beach&#8221;, here&#8217;s the data for Ian McEwan&#8217;s novels, along with a more appropriately scaled plot for Maureen Johnson&#8217;s books:<\/p>\n<div id=\"attachment_1331\" style=\"width: 310px\" class=\"wp-caption alignnone\"><a href=\"https:\/\/www.jutze.com\/wp-content\/uploads\/fig2.png\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-1331\" class=\"size-medium wp-image-1331\" alt=\"Scatter plot of amount of ratings and ratings\" src=\"https:\/\/www.jutze.com\/wp-content\/uploads\/fig2-300x210.png\" width=\"300\" height=\"210\" srcset=\"https:\/\/www.jutze.com\/wp-content\/uploads\/fig2-300x210.png 300w, https:\/\/www.jutze.com\/wp-content\/uploads\/fig2.png 1013w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><p id=\"caption-attachment-1331\" class=\"wp-caption-text\">Novels by Maureen Johnson and Ian McEwan<\/p><\/div>\n<p>By the way, the correlation between Amazon.com ratings and GoodReads.com ratings for the 40 books I used above is <em>r<\/em> = .89. The correlation between number of Amazon.com reviews and Goodreads.com ratings is <em>r <\/em>= .75.<\/p>\n<p>PS: If anyone is interested in the Stata code for the graphs, let me know. I guess, I&#8217;ll add it here this weekend, anyway, but right now I should go to bed.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Apparently, the amount of ratings on GoodReads.com is highly correlated with the ratings, at least for John Green&#8217;s four novels (r = .96). But is it really &#8216;the more, the merrier&#8217;? I picked four more authors (in a non-random fashion), had a look at the respective correlations for their novels, and made a couple of [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4,16],"tags":[513,696,520,516,519,56,517,514,515,518],"class_list":["post-1329","post","type-post","status-publish","format-standard","hentry","category-books","category-data-analysis","tag-bibliometrics","tag-books","tag-correlation","tag-ian-mcewan","tag-jk-rowling","tag-john-green","tag-maureen-johnson","tag-ratings","tag-reviews","tag-stephanie-meyer"],"_links":{"self":[{"href":"https:\/\/www.jutze.com\/index.php?rest_route=\/wp\/v2\/posts\/1329","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.jutze.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.jutze.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.jutze.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.jutze.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1329"}],"version-history":[{"count":3,"href":"https:\/\/www.jutze.com\/index.php?rest_route=\/wp\/v2\/posts\/1329\/revisions"}],"predecessor-version":[{"id":1333,"href":"https:\/\/www.jutze.com\/index.php?rest_route=\/wp\/v2\/posts\/1329\/revisions\/1333"}],"wp:attachment":[{"href":"https:\/\/www.jutze.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1329"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.jutze.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1329"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.jutze.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1329"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}