DATDAT-003 — Data Bias and Fairness Oversights
AI Legal Decision Systems Risk Unequal Treatment Without Objective Justification
4/5Sector: LegalGeography: GlobalStage: OperateIngested: —
Executive Summary
AI systems applying legal rules may treat identical facts differently across individuals, breaching statutory equal treatment obligations. Boards face regulatory liability and reputational exposure where fairness controls are absent from AI decision pipelines.
Domain
Data Management
Blindspots in data quality, privacy, bias, lineage, lifecycle, and third-party data dependencies.
Source
MIT AI Risk Repository — Sources of Risk of AI Systems (Steimers2022) ↗https://airisk.mit.edu/
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