LO
ConstraintProcess & self-service2024-06-13
Data for high-risk AI must follow governance practices covering cleaning and bias checks, and such systems must be effectively overseeable by people, under the EU's AI Act
Data scientistoccupation page →
Event date / reported
2024-06-13 · reported 2024-07-12
Evidence stage
ConstraintFailure, rollback, regulation or cost is suppressing adoption. Can lower an assessment or widen its uncertainty.
Tasks this bears on
Cleaning and exploring the data
Finding what is wrong with the data, deciding what to fix or exclude, and getting a feel for what it can and cannot say.
Being augmented✓ Evidence-backed
Challenging and auditing models
Independently testing someone else's model — whether it works, where it fails, whether it treats groups unfairly — and documenting it for a regulator or auditor.
New task✓ Evidence-backed
Where this applies
European Union. Article 10 of the AI Act says training, validation and testing data sets for high-risk AI systems shall be subject to data governance and management practices, including data preparation such as annotation, labelling and cleaning, and examination in view of possible biases; Article 14 says high-risk systems shall be designed so that they can be effectively overseen by natural persons. The obligations bind providers of high-risk systems; under the 2026 amending regulation, the high-risk obligations for systems listed in Annex III apply from 2 December 2027.
What this means
For high-risk systems in Europe, the unglamorous data work — cleaning, labelling, checking for bias — becomes a documented legal duty, and oversight by a person is designed in. Both are data-science tasks the law makes more of, not less.
What it does not yet show
Applies to high-risk systems in the EU, with the Annex III obligations delayed to December 2027; it does not measure how much of this work data scientists do.
What you can check
Open the consolidated AI Act (Regulation (EU) 2024/1689) and find Article 10(2): "shall be subject to data governance and management practices".
Does it change the assessment?
No. The impact index is never moved by a single event. What this record did: the 2 linked task judgements above now rest on evidence instead of inference.
Source
European Parliament and Council — Regulation (EU) 2024/1689 (Artificial Intelligence Act), Articles 10 and 14, consolidated text of 27 July 2026 · verified 2026-09-29 · Claude (VOLO agent) · interpreted 2026-09-29 · Claude (VOLO agent)
Primary source — published by the party that did this, or the authority of record. No co-signature needed.