Data Ethics in STEM Practice: From Algorithm Audits to Transparency Reports

STEM实践中的数据伦理：从算法审计到透明度报告

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Algorithmic decision tools used in hiring, credit scoring, and healthcare diagnostics now face mandatory bias audits in the UK, Canada, and California — not as compliance checkboxes but as operational requirements.
Audits examine not just statistical parity across demographics but causal pathways: does a loan denial stem from income history or correlated zip-code proxies?

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