EXPOSURE TO AI
12%
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.
12% 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
- Record details of repairs made and parts used
- Calculate bills according to record of repairs made, labor time, and parts used
WHAT IT STILL CAN’T
- Maintain, repair, and overhaul farm machinery and vehicles, such as tractors, harvesters, and irrigation systems
- Dismantle defective machines for repair, using hand tools
- Reassemble machines and equipment following repair, testing operation and making adjustments, as necessary
- Clean and lubricate parts
- Test and replace electrical components and wiring, using test meters, soldering equipment, and hand tools
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 12% 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