OBSERVED IN REAL USE · Anthropic 2026
0%
of this role’s work is already showing up in real Claude usage (Anthropic Economic Index).
Mostly fireproof. AI hands you the paperwork and steps back.
28% 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. Mostly safe. AI helps around the edges, but the job stays human.
WHAT AI CAN ALREADY DO
- Record the numbers and types of fish or shellfish reared, harvested, released, sold, and shipped
- Communicate with forestry personnel regarding forest harvesting or forest management plans, procedures, or schedules
- Read inventory records, customer orders, or shipping schedules to determine required activities
- Prepare and maintain time or payroll reports, as well as details of personnel actions, such as performance evaluations, hires, promotions, or disciplinary actions
- Confer with managers to determine production requirements, conditions of equipment and supplies, and work schedules
WHAT IT STILL CAN’T
- Monitor workers to ensure that safety regulations are followed, warning or disciplining those who violate safety regulations
- Observe animals for signs of illness, injury, or unusual behavior, notifying veterinarians or managers as warranted
- Train workers in tree felling or bucking, operation of tractors or loading machines, yarding or loading techniques, or safety regulations
- Treat animal illnesses or injuries, following experience or instructions of veterinarians
- Train workers in spawning, rearing, cultivating, and harvesting methods, and in the use of equipment
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 28% 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