{"id":37559,"date":"2025-12-31T17:27:22","date_gmt":"2025-12-31T16:27:22","guid":{"rendered":"https:\/\/www.graviton.at\/letterswaplibrary\/executive-compensation-dataset-extracted-from-100k-sec-filings-2005-2022\/"},"modified":"2025-12-31T17:27:22","modified_gmt":"2025-12-31T16:27:22","slug":"executive-compensation-dataset-extracted-from-100k-sec-filings-2005-2022","status":"publish","type":"post","link":"https:\/\/www.graviton.at\/letterswaplibrary\/executive-compensation-dataset-extracted-from-100k-sec-filings-2005-2022\/","title":{"rendered":"Executive Compensation Dataset Extracted From 100k+ SEC Filings (2005-2022)"},"content":{"rendered":"<p><!-- SC_OFF --><\/p>\n<div class=\"md\">\n<p>I built a pipeline to extract Summary Compensation Tables from SEC DEF-14A proxy statements and turn them into structured JSON.<\/p>\n<p>Each record contains: executive name, title, fiscal year, salary, bonus, stock awards, option awards, non-equity incentive, change in pension, other compensation, and total.<\/p>\n<p>The pipeline is running on ~100k filings to build a dataset covering all US public companies from 2005 to today. A sample is up on HuggingFace, full dataset coming when processing is done.<\/p>\n<p>GitHub: <a href=\"https:\/\/github.com\/pierpierpy\/Execcomp-AI\">https:\/\/github.com\/pierpierpy\/Execcomp-AI<\/a><\/p>\n<p>HuggingFace sample: <a href=\"https:\/\/huggingface.co\/datasets\/pierjoe\/execcomp-ai-sample\">https:\/\/huggingface.co\/datasets\/pierjoe\/execcomp-ai-sample<\/a><\/p>\n<\/div>\n<p><!-- SC_ON -->   submitted by   <a href=\"https:\/\/www.reddit.com\/user\/Logical_Delivery8331\"> \/u\/Logical_Delivery8331 <\/a> <br \/> <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1q0g6om\/executive_compensation_dataset_extracted_from\/\">[link]<\/a><\/span>   <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1q0g6om\/executive_compensation_dataset_extracted_from\/\">[comments]<\/a><\/span><\/p><div class='watch-action'><div class='watch-position align-right'><div class='action-like'><a class='lbg-style1 like-37559 jlk' href='javascript:void(0)' data-task='like' data-post_id='37559' 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-37559 lc'>0<\/span><\/a><\/div><\/div> <div class='status-37559 status align-right'><\/div><\/div><div class='wti-clear'><\/div>","protected":false},"excerpt":{"rendered":"<p>I built a pipeline to extract Summary Compensation Tables from SEC DEF-14A proxy statements and turn them&#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-37559","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\/37559","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=37559"}],"version-history":[{"count":0,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/37559\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/media?parent=37559"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/categories?post=37559"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/tags?post=37559"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}