OBSERVED IN REAL USE · Anthropic 2026
1%
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.
34% 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
- Maintain records of hydroelectric facility operations, maintenance, or repairs
- Plan or coordinate hydroelectric production operations to meet customer requirements
- Develop or implement projects to improve efficiency, economy, or effectiveness of hydroelectric plant operations
- Respond to problems related to ratepayers, water users, power users, government agencies, educational institutions, or other private or public power resource interests
- Develop or review budgets, annual plans, power contracts, power rates, standing operating procedures, power reviews, or engineering studies
WHAT IT STILL CAN’T
- Direct operations, maintenance, or repair of hydroelectric power facilities
- Perform or direct preventive or corrective containment or cleanup to protect the environment
- Provide technical direction in the erection or commissioning of hydroelectric equipment or supporting electrical or mechanical systems
- Supervise hydropower plant equipment installations, upgrades, or maintenance
- Monitor or inspect hydroelectric equipment, such as hydro-turbines, generators, or control systems
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 34% 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