Poor data quality and representativeness
Training/operational data is inaccurate, unrepresentative, mislabeled, contaminated, or poorly curated, undermining reliability.
- Risk family
- Model & system behaviour
- MIT domain
- 7. AI System Safety, Failures, & Limitations
- MIT subdomain
- X.1 > Excluded
- AI type
- GPAI, Classical_ML
- Scope
- Both
- Source standard
- MIT AI Risk Repository v4
Provenance
27 entries across 5 papers
- AIVerify2023Summary Report: Binary Classification Model for Credit Risk26.08.00
- Gipiškis2024Risk Sources and Risk Management Measures in Support of Standards for General-Purpose AI Systems62.04.00 62.04.03 62.04.04 62.04.05 62.04.06 62.14.03
- IBM2025AI Risk Atlas65.01.00 65.02.00 65.03.00 65.03.02 65.04.00 65.06.00 65.06.01 65.06.02 65.17.01 65.17.02 65.17.04
- Schnitzer2024AI Hazard Management: A Framework for the Systematic Management of Root Causes for AI Risks59.07.00 59.08.00 59.11.00 59.13.00 59.14.00 59.15.00 59.17.00 59.22.00
- Teixeira2022An Exploratory Diagnosis of Artificial Intelligence Risks for a Responsible Governance42.13.00
Ev IDs of the entries consolidated into this risk in the MIT AI Risk Repository (V4); the source sheet row appears on hover.
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.
1- A.4 ISO/IEC 23894 Annex A A.4
2- A.7.4 ISO/IEC 42001 Annex A A.7.4
- A.7.6 ISO/IEC 42001 Annex A A.7.6
2- Art. 10
- Art. 26(4)
5- ibm-data-contamination Data contamination
- ibm-improper-data-curation Improper data curation
- ibm-introduce-data-bias Introduce data bias partial
- ibm-temporal-gap Temporal gap partial
- ibm-unrepresentative-data Unrepresentative data
More in Model & system behaviour
Part of the Deployer AI Risk Register, an open-source resource powered 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.