AI Education Data Privacy Hidden Liability

Education leaders misprice AI privacy risk by focusing on data collection rather than the inferences AI systems draw from learner activity. Federal guidance already treats metadata seriously, and new U.S. rules tighten limits on disclosure and retention. The real liability is silent classification of students based on behavior.