{"version":"1.0","provider_name":"Propellum Blog","provider_url":"https:\/\/www.propellum.com\/blog","author_name":"Vaibhav","author_url":"https:\/\/www.propellum.com\/blog\/author\/superoot\/","title":"What 1 Billion Real Job Records Looks Like as an AI Training Dataset","type":"rich","width":600,"height":338,"html":"<blockquote class=\"wp-embedded-content\" data-secret=\"Sq6WC5Cv7J\"><a href=\"https:\/\/www.propellum.com\/blog\/billion-job-records-ai-training-dataset\/\">What 1 Billion Real Job Records Looks Like as an AI Training Dataset<\/a><\/blockquote><iframe sandbox=\"allow-scripts\" security=\"restricted\" src=\"https:\/\/www.propellum.com\/blog\/billion-job-records-ai-training-dataset\/embed\/#?secret=Sq6WC5Cv7J\" width=\"600\" height=\"338\" title=\"&#8220;What 1 Billion Real Job Records Looks Like as an AI Training Dataset&#8221; &#8212; Propellum Blog\" data-secret=\"Sq6WC5Cv7J\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" class=\"wp-embedded-content\"><\/iframe><script>\n\/*! This file is auto-generated *\/\n!function(d,l){\"use strict\";l.querySelector&&d.addEventListener&&\"undefined\"!=typeof URL&&(d.wp=d.wp||{},d.wp.receiveEmbedMessage||(d.wp.receiveEmbedMessage=function(e){var t=e.data;if((t||t.secret||t.message||t.value)&&!\/[^a-zA-Z0-9]\/.test(t.secret)){for(var s,r,n,a=l.querySelectorAll('iframe[data-secret=\"'+t.secret+'\"]'),o=l.querySelectorAll('blockquote[data-secret=\"'+t.secret+'\"]'),c=new RegExp(\"^https?:$\",\"i\"),i=0;i<o.length;i++)o[i].style.display=\"none\";for(i=0;i<a.length;i++)s=a[i],e.source===s.contentWindow&&(s.removeAttribute(\"style\"),\"height\"===t.message?(1e3<(r=parseInt(t.value,10))?r=1e3:~~r<200&&(r=200),s.height=r):\"link\"===t.message&&(r=new URL(s.getAttribute(\"src\")),n=new URL(t.value),c.test(n.protocol))&&n.host===r.host&&l.activeElement===s&&(d.top.location.href=t.value))}},d.addEventListener(\"message\",d.wp.receiveEmbedMessage,!1),l.addEventListener(\"DOMContentLoaded\",function(){for(var e,t,s=l.querySelectorAll(\"iframe.wp-embedded-content\"),r=0;r<s.length;r++)(t=(e=s[r]).getAttribute(\"data-secret\"))||(t=Math.random().toString(36).substring(2,12),e.src+=\"#?secret=\"+t,e.setAttribute(\"data-secret\",t)),e.contentWindow.postMessage({message:\"ready\",secret:t},\"*\")},!1)))}(window,document);\n<\/script>\n","thumbnail_url":"https:\/\/www.propellum.com\/blog\/wp-content\/uploads\/2026\/07\/ChatGPT-Image-Jul-30-2026-08_17_26-PM.jpg","thumbnail_width":1672,"thumbnail_height":941,"description":"Most AI training data comes from web crawls and open corpus. A billion structured job records sourced exclusively from employer career pages across 25 years and 15 countries is something different. Here is what that dataset actually contains and why it matters for workforce intelligence models."}