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GOVGOV-001 — Accountability Framework Gaps

Insufficient Training Data Documentation Undermines AI Accountability

3/5Sector: OtherGeography: GlobalStage: DevelopIngested: —

Executive Summary

AI systems deployed without adequate documentation of training datasets cannot be audited or challenged when outputs cause harm. Boards face regulatory exposure and reputational risk where data provenance remains opaque.

Domain

Governance & Compliance

Blindspots in accountability, regulatory compliance, ethics, risk management, data governance, and audit.

Source

MIT AI Risk Repository — AI Risk Atlas (IBM2025) ↗

https://airisk.mit.edu/

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