[{"data":1,"prerenderedAt":80},["ShallowReactive",2],{"press-edsource-california-ai-fraud-detection":3},{"id":4,"title":5,"bannerImage":6,"bannerImageAlt":6,"body":7,"category":66,"date":67,"description":61,"excerpt":6,"extension":68,"externalLink":50,"featured":69,"heroImage":6,"heroImageAlt":6,"meta":70,"navigation":71,"path":72,"seo":73,"slug":74,"socialImage":75,"socialImageAlt":76,"source":77,"stem":78,"__hash__":79},"press\u002Fpress\u002F13.edsource-california-ai-fraud-detection.md","EdSource: How California community colleges are using AI to battle financial aid fraud",null,{"type":8,"value":9,"toc":60},"minimark",[10,21,38,45],[11,12,14,15],"h2",{"id":13},"about-80-of-the-states-115-community-colleges-are-now-or-will-soon-be-using-lightleapai","\"About 80 of the state's 115 community colleges are now or will soon be using\" LightLeapAI ",[16,17,20],"sup",{"className":18},[19],"wordmark-reg","®",[22,23,24,25,29,30,33,34,37],"p",{},"EdSource details how an AI model first trained on ",[26,27,28],"strong",{},"Foothill-De Anza's"," historical enrollment data — looking at device fingerprints, IP addresses, time zones, ages, and cross-institution phone-number matches — has spread across California, with the ",[26,31,32],{},"Coast Community College District"," reporting a roughly ",[26,35,36],{},"96% reduction in enrollment fraud"," after deployment ahead of Spring 2025.",[22,39,40,41,44],{},"The piece traces the lineage of the platform from a ",[26,42,43],{},"February 2024 contract worth $56,250"," between Foothill-De Anza and N2N Services (originally for course prediction) into the systemwide adoption that the Chancellor's Office subsidized starting July 1, 2025.",[22,46,47,54,55],{},[48,49,53],"a",{"href":50,"rel":51},"https:\u002F\u002Fedsource.org\u002F2025\u002Fcalifornia-colleges-ai-fraud-detection\u002F739763",[52],"nofollow","Read the EdSource report"," · ",[48,56,59],{"href":57,"rel":58},"https:\u002F\u002Fwww.paloaltoonline.com\u002Feducation\u002F2025\u002F09\u002F02\u002Ffoothill-de-anza-pioneers-ai-tool-to-detect-community-college-financial-aid-fraud\u002F",[52],"Republished by Palo Alto Online",{"title":61,"searchDepth":62,"depth":62,"links":63},"",2,[64],{"id":13,"depth":62,"text":65},"\"About 80 of the state's 115 community colleges are now or will soon be using\" LightLeapAI ®","In the Press","2025-09-02","md",false,{},true,"\u002Fpress\u002Fedsource-california-ai-fraud-detection",{"title":5,"description":61},"edsource-california-ai-fraud-detection","\u002Fimages\u002Fog\u002Fpress\u002Fog-press-edu-media.jpg","A journalist's workspace — open laptop with a brand-gradient dashboard glow, a reporter's notebook with hand-drawn arrows — long-form education reporting.","EdSource","press\u002F13.edsource-california-ai-fraud-detection","f4YgeLkyJnS6KrG0gZcnb7_ImKkFkTM06re1k5nf1K8",1784545937111]