https://taxonomy.eticas.ai/risk/bias-dynamic-systemic-bias
Risks related to how bias is amplified or perpetuated over time through interaction between AI systems and the social systems they operate in.
| Framework | Reference |
|---|---|
| EU AI Act (Regulation 2024/1689) | Article 9 — risk management throughout lifecycle |
| EU AI Act (Regulation 2024/1689) | Article 72 — post-market monitoring |
| ISO/IEC 42001:2023 — AI Management System | AI system operation and monitoring |
| AIUC-1 — AI Underwriting Company Standard | Monitor AI risk categories |
| NIST AI Risk Management Framework (AI 100-1) | Systemic bias under harmful bias |
| NIST AI 600-1 — Generative AI Risk Profile | Harmful Bias & Homogenization (systemic dimension) |
| OECD AI Principles | Accountability — lifecycle bias monitoring |
| Framework | Reference |
|---|---|
| W3C Data Privacy Vocabulary — AI Extension | Automation Bias |
| MIT AI Risk Repository | Governance failure |
| IBM AI Risk Atlas | Output → Drift + Non-technical → Societal impact |