{"catalogRevision":"791ff2dd3a45707290badee660f185e514d15f1cf518908628f425c2f2c56ee4","kind":"record","record":{"attributes":{"category":"ai_governance","domain":["AI Governance","Compliance, Audit & Assurance"],"inherent_rating":"medium","taxonomy":["eu-ai-act-risk"]},"canonicalUrl":"https://evidenceflows.com/?v=1&node=risk%3Aai-highrisk-education","description":"Because AI determining access, admission, assessment, or proctoring in education and vocational training (Annex III(3)) operates without bias controls, transparency, human oversight, or fundamental-rights safeguards, learners can be scored or excluded unfairly, resulting in denial of educational opportunity and discrimination.","details":{"category":"ai_governance","impact":"medium","inherent_rating":"medium","likelihood":"medium","risk_id":"ai-highrisk-education","taxonomies":["eu-ai-act-risk"],"treatment":"mitigate"},"history":{"digest":"b771f5cb80a2e30a42af38b5b9431ad5dc9d849a8a38faee48dea30aeab69808","firstSeenAt":"2026-09-17T22:28:00Z","firstSeenRevision":"f368a6cce277037e4b1e1ff46004e3acd295f96c9ac63a411a0e45775a7f468e","updatedAt":"2026-09-17T22:28:00Z","updatedRevision":"f368a6cce277037e4b1e1ff46004e3acd295f96c9ac63a411a0e45775a7f468e"},"id":"risk:ai-highrisk-education","mapUrl":"https://evidenceflows.com/?v=1&node=risk%3Aai-highrisk-education","sourceIds":["aiuc-1","eu-ai-act","iso-42001","nist-ai-agent-identity"],"sourceUrl":null,"title":"Unfair exclusion by AI in education and training","type":"risk"},"relationships":[{"expectedCatalogRevision":"791ff2dd3a45707290badee660f185e514d15f1cf518908628f425c2f2c56ee4","id":"rel:061a1d5744eb1bccd4d622a3afec6174c9dc3c435f2600f98573247bfd84896d","properties":{"rationale":"Pre-deployment impact assessment plus high-risk classification is the mandated control education-AI is faulted for lacking, gating unfair scoring/exclusion.","strength":"primary"},"sourceDetailPath":"/data/v1/records/uc-uc-ai-04-b35afd39.json","sourceId":"uc:UC-AI-04","targetDetailPath":"/data/v1/records/risk-ai-highrisk-education-fe20b899.json","targetId":"risk:ai-highrisk-education","type":"mitigates"},{"expectedCatalogRevision":"791ff2dd3a45707290badee660f185e514d15f1cf518908628f425c2f2c56ee4","id":"rel:7de1a69b562572f7c55b27787db97bb6a0fd185e1b043167c4f6a561b677ff0a","properties":{"rationale":"Data preparation/quality and bias examination address the training-data bias central to education-AI fairness requirements.","strength":"primary"},"sourceDetailPath":"/data/v1/records/uc-uc-ai-09-d6934cb6.json","sourceId":"uc:UC-AI-09","targetDetailPath":"/data/v1/records/risk-ai-highrisk-education-fe20b899.json","targetId":"risk:ai-highrisk-education","type":"mitigates"}],"schemaVersion":1}