Rankings
Browse rankings across 23 SOC categories and 1016 benchmark occupations.
Highest automation exposure roles in the benchmark.
Roles where human judgment and presence dominate.
Roles with the strongest replacement pressure signals.
Roles with the strongest resilience to automation.
Compare exposure patterns across industry sectors.
Benchmark automation pressure by skill cluster.