{"id":37299,"date":"2025-12-21T14:27:04","date_gmt":"2025-12-21T13:27:04","guid":{"rendered":"https:\/\/www.graviton.at\/letterswaplibrary\/im-trying-to-moneyball-us-high-schools-to-see-which-ones-are-actually-d1-athlete-factories-is-there-a-clean-dataset-for-this\/"},"modified":"2025-12-21T14:27:04","modified_gmt":"2025-12-21T13:27:04","slug":"im-trying-to-moneyball-us-high-schools-to-see-which-ones-are-actually-d1-athlete-factories-is-there-a-clean-dataset-for-this","status":"publish","type":"post","link":"https:\/\/www.graviton.at\/letterswaplibrary\/im-trying-to-moneyball-us-high-schools-to-see-which-ones-are-actually-d1-athlete-factories-is-there-a-clean-dataset-for-this\/","title":{"rendered":"I\u2019m Trying To &#8220;Moneyball&#8221; US High Schools To See Which Ones Are Actually D1 Athlete Factories. Is There A Clean Dataset For This?"},"content":{"rendered":"<p><!-- SC_OFF --><\/p>\n<div class=\"md\">\n<p>I\u2019ve gone down a rabbit hole trying to analyze the &#8220;Athlete ROI&#8221; of different zip codes. Basically, I want to build a heatmap that shows which high schools are statistically over-performing at sending kids to college on athletic scholarships (specifically D1\/D2 commits). My theory is that there are &#8220;hidden gem&#8221; public schools that produce just as many elite athletes as the $50k\/year private academies, but the data is impossible to visualize because it&#8217;s all locked in individual profiles. I\u2019ve looked at MaxPreps, 247Sports, and Rivals, but they are designed for tracking single players, not analyzing school output at scale. The Question: Does anyone know of an aggregate dataset (or a paid API) that links: High School Name \/ Zip Code Total Commits per year (broken down by D1 vs D2 if possible) Sport Category<\/p>\n<p>I\u2019m trying to avoid writing a scraper to crawl 20,000 school pages if a clean database already exists. Has anyone worked with recruitment data like this before?<\/p>\n<\/div>\n<p><!-- SC_ON -->   submitted by   <a href=\"https:\/\/www.reddit.com\/user\/Dry-Town7979\"> \/u\/Dry-Town7979 <\/a> <br \/> <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1ps5qjl\/im_trying_to_moneyball_us_high_schools_to_see\/\">[link]<\/a><\/span>   <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1ps5qjl\/im_trying_to_moneyball_us_high_schools_to_see\/\">[comments]<\/a><\/span><\/p><div class='watch-action'><div class='watch-position align-right'><div class='action-like'><a class='lbg-style1 like-37299 jlk' href='javascript:void(0)' data-task='like' data-post_id='37299' data-nonce='65e0e39b87' rel='nofollow'><img class='wti-pixel' src='https:\/\/www.graviton.at\/letterswaplibrary\/wp-content\/plugins\/wti-like-post\/images\/pixel.gif' title='Like' \/><span class='lc-37299 lc'>0<\/span><\/a><\/div><\/div> <div class='status-37299 status align-right'><\/div><\/div><div class='wti-clear'><\/div>","protected":false},"excerpt":{"rendered":"<p>I\u2019ve gone down a rabbit hole trying to analyze the &#8220;Athlete ROI&#8221; of different zip codes. Basically,&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[85],"tags":[],"class_list":["post-37299","post","type-post","status-publish","format-standard","hentry","category-datatards","wpcat-85-id"],"_links":{"self":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/37299","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/comments?post=37299"}],"version-history":[{"count":0,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/37299\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/media?parent=37299"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/categories?post=37299"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/tags?post=37299"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}