Ethical AI: Challenges, Stakeholders, Cases, and Global Governance
ProPublica’s 2016 analysis of the COMPAS risk‑assessment tool showed Black defendants were nearly twice as likely as white non-offenders to be labeled high‑risk, with 45% vs 23% in follow‑up data. Amazon abandoned an AI recruiting tool after it learned gender bias, downgrading
