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).
The boring parts are leaving. The judgment stays.
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
- Coordinate with federal land managers and other agencies and organizations to manage and protect rangelands
- Measure and assess vegetation resources for biological assessment companies, environmental impact statements, and rangeland monitoring programs
- Study grazing patterns to determine number and kind of livestock that can be most profitably grazed and to determine the best grazing seasons
- Offer advice to rangeland users on water management, forage production methods, and control of brush
- Study rangeland management practices and research range problems to provide sustained production of forage, livestock, and wildlife
WHAT IT STILL CAN’T
- Manage forage resources through fire, herbicide use, or revegetation to maintain a sustainable yield from the land
- Maintain soil stability and vegetation for non-grazing uses, such as wildlife habitats and outdoor recreation
- Plan and direct construction and maintenance of range improvements, such as fencing, corrals, stock-watering reservoirs, and soil-erosion control structures
- Manage private livestock operations
- Develop methods for protecting range from fire and rodent damage and for controlling poisonous plants
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