EU AI Act
EU AI Act - High-Risk Classification and Requirements

EU AI Act EUAI-Art.10: Data and data governance

High-risk AI systems that make use of techniques involving the training of AI models shall use training, validation and testing data that meet the quality criteria in Art.10(2)-(5): appropriate data governance, examination for possible biases, identification of data gaps/shortcomings, statistically relevant datasets to the intended purpose, and considerations specific to the geographical, contextual, behavioural or functional setting of intended use.

Maintained by Gerard BlokdykVerified against the published standard Control text last updated

What else in your programme already covers this

This control maps to 22 controls across 7 other frameworks. If you already hold one of them, the evidence you collected for it is the starting point here rather than new work.

ISO/IEC 42001:2023 · 6 controls

  • A.4.3 Data resources
  • A.7.2 Data for development and enhancement of AI system
  • A.7.3 Acquisition of data
  • A.7.4 Quality of data for AI systems
  • A.7.5 Data provenance
  • A.7.6 Data preparation

NIST SP 800-53 Rev 5 · 4 controls

  • AIRMF-MP-1.1 Intended purpose, potentially beneficial uses, context-specific laws, norms and expectations, and prospective settings in which the AI system will be deployed are understood and documented
  • AIRMF-MP-2.3 Scientific integrity and TEVV considerations are identified and documented, including those related to experimental design, data collection and selection, system trustworthiness, and construct validation
  • AIRMF-MS-2.11 Fairness and bias as identified in the MAP function is evaluated and results are documented

SOC 2 · 3 controls

  • SOC2-P7.1 P7.1 Quality of personal information
  • SOC2-PI1.1 PI1.1 Quality information about processing objectives, data definitions and specifications
  • SOC2-PI1.2 PI1.2 Controls over system inputs

ISO 27001:2022 · 2 controls

  • 5.12 Classification of information
  • 8.33 Test information

GDPR · 1 control

  • GDPR-Art.5 Principles relating to processing of personal data

Every mapping shown was judged rather than inferred from wording similarity, and the ones that failed review are published too. See the coverage reports and what was rejected.

Other controls in EU AI Act - High-Risk Classification and Requirements

You are reading one control. How much of EU AI Act have you already done?

EU AI Act EUAI-Art.10 is one control. If you already hold one of the frameworks below, a reviewed crosswalk already says how much of EU AI Act your existing evidence covers. Hold ISO/IEC 42001:2023 and 17 of 43 EU AI Act controls already carry evidence.

Each report names every control your existing framework evidences, every one it does not, the reasoning behind each claim, and the claims that were argued against and rejected. 0 were rejected on the ISO/IEC 42001:2023 pair alone.

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The graph holds this control, the 22 it maps to, and the evidence behind each claim, over MCP and REST.