Employers are increasingly deploying artificial
intelligence (AI) across the talent life cycle, from candidate
sourcing and ranking, to pre-hire assessments, to onboarding,
performance reviews, development, promotions, and
retention.
While these tools promise efficiency and consistency, they
also introduce heightened legal risk if they produce biased
outcomes. Many states, localities, and international jurisdictions
require proactive AI auditing, transparency, and governance to
ensure that AI-enabled employment decisions are fair, compliant,
and defensible.
Quick Hits
- Jurisdictions such as California, New York City, Colorado,
Illinois, and the European Union (EU) variously require (or plan to
require) and encourage bias testing, notices, transparency, and, in
some cases, public summaries. AI involvement can create substantial
legal risk, even when humans make the final decisions;
AI-influenced scores, rankings, or screens can still be treated by
regulatory