Highest Replacement Risk
Careers currently showing the highest estimated replacement risk
Lowest Replacement Risk
Careers currently showing comparatively lower estimated replacement risk
Understanding the Rankings
Why are AI Exposure and Replacement Risk ranked separately?
A job can have high AI Exposure because software tools can assist with its analytical or written tasks, yet have lower Replacement Risk due to high human dependency, required stakeholder trust, physical agility, or legal accountability.
Are preliminary estimates included in these headline rankings?
No. In accordance with our trust policy, headline rankings include only fully verified occupations with complete task-level capability mapping. Preliminary estimates are published with explicit uncertainty ranges on their individual pages.
Does a high rank mean an occupation is doomed?
No. A high ranking reflects structural pressure on how tasks are executed. It is a signal for professionals to integrate AI tools for routine tasks while focusing on high-judgment, supervisory, and interpersonal strengths.