About
About Work Risk Lab
Work Risk Lab is an independent educational site that helps people understand how artificial intelligence may affect their job, wages, and next career move.
What we publish
- AI replacement and augmentation scores for 200+ careers
- Task-level exposure: what AI can do today vs what still needs a human
- Practical guidance: skills, adjacent roles, and time horizons
- Regional context for high-value English-speaking labour markets
How scores are built
Estimates combine occupational task patterns (similar in spirit to O*NET / ESCO task frameworks), published labour-market outlooks, and observed adoption of AI, automation, and productivity tools — not headlines alone.
Read the full methodology including limitations and how to interpret each score.
Editorial approach
Work Risk Lab is a faceless research-style brand: no individual guru, no personalised career coaching, and no guarantee of outcomes. Pages are written for general education. When we expand a job guide, we add verifiable labour-market signals and actionable advice — not filler.
We are not affiliated with employers, governments, or AI vendors. Scores are estimates and may be wrong for your specific employer, region, or specialty.