[{"data":1,"prerenderedAt":91},["ShallowReactive",2],{"press-foothill-de-anza-pioneer":3},{"id":4,"title":5,"bannerImage":6,"bannerImageAlt":6,"body":7,"category":77,"date":78,"description":73,"excerpt":6,"extension":79,"externalLink":62,"featured":80,"heroImage":6,"heroImageAlt":6,"meta":81,"navigation":82,"path":83,"seo":84,"slug":85,"socialImage":86,"socialImageAlt":87,"source":88,"stem":89,"__hash__":90},"press\u002Fpress\u002F10.foothill-de-anza-pioneer.md","Palo Alto Online: Foothill-De Anza pioneers AI tool to detect community college financial aid fraud",null,{"type":8,"value":9,"toc":72},"minimark",[10,15,31,50,57],[11,12,14],"h2",{"id":13},"how-a-santa-clara-county-district-kick-started-a-statewide-fraud-defense","How a Santa Clara County district kick-started a statewide fraud defense",[16,17,18,19,25,26,30],"p",{},"Palo Alto Online traced the origin story of LightLeapAI ",[20,21,24],"sup",{"className":22},[23],"wordmark-reg","®","'s fraud detection capability to the ",[27,28,29],"strong",{},"Foothill-De Anza Community College District"," in Santa Clara County, which signed a contract with N2N Services in February 2024 — originally to predict course enrollment — and partnered with N2N to retrain the model against enrollment fraud.",[16,32,33,34,37,38,41,42,45,46,49],{},"The result: LightLeapAI ",[20,35,24],{"className":36},[23]," began flagging more than ",[27,39,40],{},"200% more suspected fraudsters"," than the district's previous homegrown system. To date, the platform has processed close to ",[27,43,44],{},"3 million applications"," and identified roughly ",[27,47,48],{},"360,000 suspected fraudulent applicants"," — all of which had already cleared the California community college system's statewide security screenings.",[16,51,52,53,56],{},"At Golden West College, which deployed the tool ahead of spring 2025, the registrar's office estimates LightLeapAI ",[20,54,24],{"className":55},[23]," has eliminated 96% of enrollment fraud.",[16,58,59,66,67],{},[60,61,65],"a",{"href":62,"rel":63},"https:\u002F\u002Fwww.paloaltoonline.com\u002Feducation\u002F2025\u002F09\u002F02\u002Ffoothill-de-anza-pioneers-ai-tool-to-detect-community-college-financial-aid-fraud\u002F",[64],"nofollow","Read the Palo Alto Online story"," · ",[60,68,71],{"href":69,"rel":70},"https:\u002F\u002Fedsource.org\u002F2025\u002Fcalifornia-colleges-ai-fraud-detection\u002F739763",[64],"EdSource's reporting on the same effort",{"title":73,"searchDepth":74,"depth":74,"links":75},"",2,[76],{"id":13,"depth":74,"text":14},"Customer Story","2025-09-02","md",false,{},true,"\u002Fpress\u002Ffoothill-de-anza-pioneer",{"title":5,"description":73},"foothill-de-anza-pioneer","\u002Fimages\u002Fog\u002Fpress\u002Fog-press-foothill-de-anza.jpg","A Silicon Valley community college campus on a hillside at golden hour, palm trees and oaks framing a view of the Valley below, students walking a path — the pioneering first deployment.","Palo Alto Online","press\u002F10.foothill-de-anza-pioneer","d1U2SmoBGZmDjo326R0XhylbwtFVISmpxjnH7SVxoWk",1784545937108]