legal_gov · FERPA · Title VI · EU AI Act Annex III
Education / Admissions
Same Mobley logic as hiring — filtering = discrimination agent
—EU AI Act Annex III — education
Regulatory exposure — commonly overlooked:
Legacy preference algorithms in discovery — universities cannot produce decision audit from 2019 cycle. · Multinationals built for one jurisdiction fail exams in another — one receipt architecture, many filing packs.
TAM / Exposure
4,000+ US colleges · admissions AI under Title VI scrutiny
Insurance lines
Institutional liability · E&O
Exhibit authority
Global External Validation — Admissions AI Fairness + FERPA Pack
Global leaders
College Board · Common App · DOE OCR · Harvard admissions litigation · ISO · NIST · OECD · UNESCO
Title VI
Disparate impact in admissions AI — OCR investigation pattern established.
FERPA + AI
Student records in training data — receipt proves what model saw at decision time.
EU students
Annex III high-risk for EU university admissions — US schools recruiting EU students hit both.