Occupation Ranking 🏆️
Explore curated, data-driven rankings of occupations by automation risk, wages, and growth. These lists help professionals and policymakers make informed decisions.
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High-Pay, Low-Risk Futures
Occupations paying >$80k with less than 30% combined exposure to automation.
Cardiologists
Physical Scientists, All Other
Psychologists, All Other
Life Scientists, All Other
Social Sciences Teachers, Postsecondary, All Other
Mathematical Science Occupations, All Other
Most Vulnerable to AI
The top 10 occupations facing immediate disruption from Large Language Models.
Statisticians
Data Entry Keyers
Market Research Analysts and Marketing Specialists
Data Warehousing Specialists
Intelligence Analysts
File Clerks
Economists
Information Security Analysts
Automotive Engineers
Word Processors and Typists
Absolute Safest Occupations
Roles relying heavily on complex human interaction, emotional intelligence, or highly unpredictable physical environments.