OBSERVED IN REAL USE · Anthropic 2026
0%
of this role’s work is already showing up in real Claude usage (Anthropic Economic Index).
The robots can help. They can’t replace the room you read.
32% 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 operating data, such as the results of surveillance tests
- Dispatch orders or instructions to personnel through radiotelephone or intercommunication systems to coordinate auxiliary equipment operation
- Review and edit standard operating procedures
- Respond to system or unit abnormalities, diagnosing the cause, and recommending or taking corrective action
- Implement operational procedures, such as those controlling start-up or shut-down activities
WHAT IT STILL CAN’T
- Operate nuclear power reactors in accordance with policies and procedures to protect workers from radiation and to ensure environmental safety
- Adjust controls to position rod and to regulate flux level, reactor period, coolant temperature, or rate of power flow, following standard procedures
- Monitor all systems for normal running conditions, performing activities such as checking gauges to assess output or the effects of generator loading on other equipment
- Monitor or operate boilers, turbines, wells, or auxiliary power plant equipment
- Participate in nuclear fuel element handling activities, such as preparation, transfer, loading, or unloading
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 32% 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