Dynamic & Systemic bias

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.

Subcategories

Mappings to external frameworks

Status. Each mapping shows what it rests on. Reviewed means a reviewer has confirmed the mapping against the concept’s current definition and the framework edition the taxonomy currently references; when the only confirmation is that of the person who wrote the mapping, it reads Reviewed (author’s confirmation). Outdated means it was reviewed, but the concept’s definition has changed since, so the review has to be repeated. The other statuses mean that no review has been recorded yet. Inherited mappings have been in the taxonomy since before v5.7.0 and are unchanged. They carry no record of who made them or how, and some were checked by hand when the taxonomy first published its mappings. Agent-proposed mappings come from a review carried out by AI agents, which read the framework’s text and the concept’s definition and agreed on the relation; no person has confirmed them yet. Provisional mappings were made without access to the framework’s text. Unreviewed mappings are older mappings whose target or relation was revised in v5.7.0, and any other mapping without a review. Mappings to a superseded edition of a framework are not shown: where the provision continues, they are carried to the current edition. Mappings a review has changed or rejected are not shown.

Standards & frameworks

Framework Reference Status
EU AI Act (Regulation 2024/1689) Article 15(4), third subparagraph — continuously learning systems and feedback loops from possibly biased outputs Agent-proposed
EU AI Act (Regulation 2024/1689) Article 9 — Risk management system Agent-proposed
EU AI Act (Regulation 2024/1689) Article 72 — Post-market monitoring by providers and post-market monitoring plan for high-risk AI systems Agent-proposed
ISO/IEC 42001:2023 — AI Management System A.6.2.6 AI system operation and monitoring Inherited
AIUC-1 — AI Underwriting Company Standard Monitor AI risk categories Inherited
NIST AI Risk Management Framework (AI 100-1) Systemic bias Inherited
NIST AI 600-1 — Generative AI Risk Profile Harmful Bias or Homogenization Agent-proposed
OECD AI Principles 1.5(c) A systematic risk management approach across the AI system lifecycle Agent-proposed
TC260 AI Safety Governance Framework (v2.0) §3.3.2(a) Aggravating social bias and widening intelligence divide Reviewed (author’s confirmation)

Taxonomies & vocabularies

Framework Reference Status
MIT AI Risk Repository Governance failure Inherited