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wiki/concepts/Fairness-Audit.md
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---
title: "Fairness Audit"
type: concept
tags: [responsible-ai, fairness, ml-ops]
sources: [specialized-model-qa]
last_updated: 2026-04-20
---
## Definition
公平性审计用于评估模型是否对受保护群体产生系统性偏差。
## Common Checks
- Demographic parity
- Equalized odds
- Performance by subgroup
- Error-rate disparities
## Use in Model QA
- 识别不公平影响
- 评估不同群体的风险差异
- 作为治理与修复建议的依据
## Related Concepts
- [[Model Audit]]
- [[SHAP Analysis]]