OBSERVED IN REAL USE · Anthropic 2026
2%
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.
33% 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
- Keep records of the amount and condition of logs taken to mills
- Develop and maintain computer databases
- Provide information about, and enforce, regulations, such as those concerning environmental protection, resource utilization, fire safety, and accident prevention
- Map forest tract data using digital mapping systems
- Manage forest protection activities, including fire control, fire crew training, and coordination of fire detection and public education programs
WHAT IT STILL CAN’T
- Thin and space trees and control weeds and undergrowth, using manual tools and chemicals, or supervise workers performing these tasks
- Train and lead forest and conservation workers in seasonal activities, such as planting tree seedlings, putting out forest fires, and maintaining recreational facilities
- Patrol park or forest areas to protect resources and prevent damage
- Perform reforestation or forest renewal, including nursery and silviculture operations, site preparation, seeding and tree planting programs, cone collection, and tree improvement
- Plan and supervise construction of access routes and forest roads
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 33% 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