Profession Automation Rankings, 2026
Live rankings across the seed corpus. Each chart is computed from the same multi-source 2026 dataset used by the main risk-check tool.
Most exposed professions
Top 20 by composite 5-year score.
Least exposed professions
Top 20 lowest composite 5-year score — physical, interpersonal and high-trust roles dominate.
Most-searched on Tembrica
Last 30 days. Refreshed hourly.
Growth vs. risk (2024–2034)
BLS-projected employment growth on the X-axis, composite risk on the Y. Top-left = shrinking + high-risk (worst quadrant). Bottom-right = growing + low-risk (safest quadrant).
Risk by industry
Average composite risk per industry across the seed corpus.
Biggest prediction misses (2013 → 2026)
Where Frey & Osborne (2013) diverged most from the modern AEI 2026 estimate. Each row shows the 2013 number, the 2026 number, and the gap in percentage points.
Augment-heavy professions
Roles where AI is mostly assisting the worker rather than replacing tasks. High augmentation share = AI changes the job without threatening it.