MR-002 Model & system behaviour System scope

Stereotyping and representational harm

The system reproduces demeaning stereotypes, mis/under-represents groups, or erases or appropriates cultural identity in its outputs.

Risk family: Model & system behaviour
MIT domain: 1. Discrimination & Toxicity
MIT subdomain: 1.1 > Unfair discrimination and misrepresentation
AI type: GPAI, Classical_ML
Scope: System
Source standard: MIT AI Risk Repository v4

Provenance

Source standard

MIT AI Risk Repository v4

Source frameworks

28 source framework citation keys

Abercrombie2024, Anwar2024, Bengio2024, Bengio2025, Cui2024, Deng2023, G'sell2024, GOS2023, Gabriel2024, Ghosh2024, Gipiškis2024, Hagendorff2024, IBM2025, InfoComm2023, Leech2024, Li2025, Liu2024, Maham2023, Paes2023, Shelby2023, Solaiman2023, Tan2022, Vidgen2024, Weidinger2021, Weidinger2022, Weidinger2023, Zeng2024, Zhang2022

ISO/IEC references

23894 obj A.6; src 6; mech B.5 | 42001 ctrl A.5.4, A.7.4

Framework crosswalk

Every framework item mapped to this risk. Items marked partial overlap only in part; definitions appear on hover where the source licence permits.

Sourcesframeworks that contributed to the register

ISO 238941

A.6 ISO/IEC 23894 Annex A A.6

ISO 420012

A.5.4 ISO/IEC 42001 Annex A A.5.4
A.7.4 ISO/IEC 42001 Annex A A.7.4

Cross-checksframeworks mapped in to test coverage

IBM2

ibm-impact-on-cultural-diversity Impact on cultural diversity partial
ibm-output-bias Output bias

NIST GenAI1

GENAI.6 Harmful Bias or Homogenization

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Part of the Deployer AI Risk Register, an open-source resource developed by MindXO. Version 1.0, 3 July 2026. Derived from the MIT AI Risk Repository (V4, December 2025) under CC BY 4.0; an independent derivative work, not endorsed by or affiliated with MIT. Sub-risk decomposition references MITRE ATLAS™ v5.6.0 (© 2021-2026 The MITRE Corporation, reproduced and distributed with permission). ISO/IEC and EU AI Act references are by number only. License: CC BY 4.0. Full attribution and licensing.