11EducationBelow the top 20
Student work used as training without consent
CapabilityDomain knowledgeImpact domainBoth
Statement (NASA form)
Given that essays, chats, and proctoring video are already ingested by vendors, there is a possibility of a child’s intellectual and biometric record becoming someone else’s weights resulting in a cohort that cannot opt out of being the product.
Likelihood
4Likely
Consequence
2Minor
Urgency
3Priority
The homework was never a public-domain corpus. Treat it that way.
Composite 11 = 4×2 + 3
Applicable mitigations
Controls · Default-on crisis routing for under-18 accounts · Hard age-gating on companion products · Ban retention optimisation during crisis sessions · University curricula rebuilt around the remaining scarce work · Automatic stabilisers for exposed graduating cohorts · A real off-ramp that still functions