EXPOSURE TO AI
0%
RESILIENT
OBSERVED IN REAL USE · Anthropic 2026
0%
of this role’s work is already showing up in real Claude usage (Anthropic Economic Index).
Certified irreplaceable. For now, gloriously human.
0% of this role’s O*NET tasks are within reach of today’s AI. That is the core-weighted exposure score from Eloundou et al. 2023 (“GPTs are GPTs”). It measures a capability ceiling, not a headcount forecast. Certified hard to automate. Today’s AI barely touches the core of this one.
WHAT AI CAN ALREADY DO
- No fully-automatable tasks flagged in the O*NET list.
WHAT IT STILL CAN’T
- Mount, balance, change, or check condition or pressure of tires
- Replace defective parts, using hand tools, arbor presses, flexible power presses, or power tools
- Dismantle engines and repair or replace defective parts, such as magnetos, carburetors, or generators
- Connect test panels to engines and measure generator output, ignition timing, or other engine performance indicators
- Listen to engines, examine vehicle frames, or confer with customers to determine nature and extent of malfunction or damage
THE HONEST PART. A percentage is not a pink slip. High exposure usually means a role shrinks and shifts toward judgment, direction and responsibility: the parts a model can’t sign its name to. Exposure ≠ displacement. Breathe.
"My job is 0% cooked. What’s yours?"
SOURCES: O*NET 30.3 occupational tasks · Eloundou et al. 2023 (“GPTs are GPTs”,
arXiv:2303.10130) · Anthropic Economic Index 2026 (CC-BY) |
how this is calculated |
last updated 2026-07-16