EXPOSURE TO AI
37%
MODERATE
OBSERVED IN REAL USE · Anthropic 2026
0%
of this role’s work is already showing up in real Claude usage (Anthropic Economic Index).
A co-pilot is coming for the busywork, not the wheel.
37% 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. In the blast radius. A real slice of the work is already automatable. The rest isn’t.
WHAT AI CAN ALREADY DO
- Prepare reports required by state and federal laws
- Collect and record growth, production, and environmental data
- Determine how to allocate resources and to respond to unanticipated problems, such as insect infestation, drought, and fire
- Devise and participate in activities to improve fish hatching and growth rates, and to prevent disease in hatcheries
- Maintain financial, operational, production, or employment records for farms or ranches
WHAT IT STILL CAN’T
- Manage nurseries that grow horticultural plants for sale to trade or retail customers, for display or exhibition, or for research
- Direct and monitor trapping and spawning of fish, egg incubation, and fry rearing, applying knowledge of management and fish culturing techniques
- Direct and monitor the transfer of mature fish to lakes, ponds, streams, or commercial tanks
- Inspect facilities and equipment for signs of disrepair, and perform necessary maintenance work
- Direct the breeding or raising of stock, such as cattle, poultry, or honeybees, using recognized breeding practices to ensure stock improvement
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 37% 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