How it works
Base × country × industry
Each profession has a baseline automation risk derived from Frey & Osborne, updated with 2026 capability data. Country and industry multipliers adjust for enforcement, labor protection, and sector adoption.
Pick a profession, a country, and an industry. We estimate the probability that AI meaningfully changes or eliminates your role within 5 years — and what you can do about it.
Each profession has a baseline automation risk derived from Frey & Osborne, updated with 2026 capability data. Country and industry multipliers adjust for enforcement, labor protection, and sector adoption.
A 70% risk doesn't mean you'll be replaced. It means the role shape will meaningfully change. Individual outcomes depend on adaptability, employer choices, and timing.
High score? Invest in judgment-heavy skills, agent-augmented workflows, and adjacent roles with lower exposure. Low score? Still useful — AI may become a productivity multiplier in your craft.