Sector guide
HR and employment
Typical uses: Sourcing, Screening, Interviews, Performance, Monitoring.
For reference purposes only. Not legal advice.
Who this is for: teams in hr and employment that build or buy AI.
Overview
Hiring and workforce tools shape people's livelihoods, and they often learn from past decisions that carry past bias. Employment is one of the areas lawmakers name most often, so a screening or monitoring tool deserves a documented review before and after launch.
Region pointers
AI used in recruitment and worker management is high-risk under the EU AI Act, with duties from 2 Dec 2027. European Union page
New York City Local Law 144 (bias audit and notices), Illinois HB 3773, and Colorado and California rules from 2027 (not settled). United States page
The Equality Act 2010 and UK data protection law, including safeguards for significant automated decisions. United Kingdom page
The DPDP Act applies to employee personal data; no AI-specific hiring rule. India page
What to do now
Questions to ask
- Does any tool rank, score or filter candidates or staff?
- Have we tested outcomes by group, and kept the results?
- Do candidates know AI is used and how to ask for a person to look again?
- Can a human override every automated outcome in practice, not just on paper?
- What does the vendor contract say about our data and about model changes?
Common mistakes
- Letting a ranking become the decision.
- Never re-checking after a vendor update.
- One notice for every place.
Related tools
Reviewed 3 Oct 2026. Sources: European Commission: AI Act overview.
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