← Risk register SOC 45-4011 · reviewed 2026-08-11

Forest and Conservation Workers

6,050 US workers · median $43,680/yr · Agriculture

EXPOSED

Planting seedlings on uneven slopes, clearing brush with chainsaws and hand tools, building and repairing trails, and spraying herbicide in dense terrain are jobs no language model touches and no current robot handles at cost. What AI does erode is the thin desk layer — plot data entry, stand inventory summaries, spraying and burn-day recordkeeping, and the mapping/prioritization work now increasingly done from drone and satellite imagery. Exposure here comes less from AI than from the occupation's low licensure, low wage, and seasonal-contract structure, which leaves no bargaining shield if crew sizes shrink.

10-year outlook: The field work stays human through the 2030s and wildfire-fuels funding likely expands it, but the planning and inventory side shrinks and the pay ceiling stays low without a fire, faller, or applicator credential.

Score — 50/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 16 + 19 + 4 + 5 + 6 = 50.

Task resistance 16/20

Tasks largely resist digitisation. Hand-planting bare-root seedlings at correct depth and spacing on 30-degree slopes, felling and limbing with a chainsaw, and swinging a Pulaski to cut trail tread are tasks no machine performs at crew-labor cost, which is why this sits at 16 rather than 20 — the plot measurements, tally sheets, and stand summaries that once justified a crew member's afternoon are already being pulled from drone and LiDAR passes.

Embodiment 19/20

Hands-on in uncontrolled environments. You work on unimproved ground in whatever weather the season delivers, carrying a planting bag, backpack sprayer, or saw through slash and blowdown, and no part of the day happens indoors — the only thing keeping this off 20 is that some units are pre-marked plantation rows rather than pure wildland.

Liability shield 4/20

No licence, no signature requirement. Nothing you do requires a state licence; the herbicide applications are made under a supervisor's or contractor's certification, the burn plan is signed by a qualified burn boss, and your chainsaw and first-aid cards are employer-required training rather than a credential the law makes personally answerable — hence 4, not zero, since those cards do gate who gets on the crew.

Trust premium 5/20

Anonymous artifact production. Work is dispatched by contract and acres completed, not by anyone requesting you specifically; the 5 reflects the fact that crew bosses and district foresters do rehire known planters and sawyers by name, but the landowner never learns who put their trees in.

Judgment & accountability 6/20

Executes defined procedures on defined inputs. Planting prescriptions, spacing, tank mixes, and unit boundaries arrive already specified by a forester or contract spec, so your discretion is confined to reading terrain, picking microsites, and calling a hazard tree or a shutdown for wind — real calls, but bounded ones, which is why 6 rather than 10.

Confidence: medium · reviewed 2026-08-11 · how scoring works

Tasks already automatable

What survives

Active moats: embodiment, physical-presence

How to future-proof this job

Field report — do you do this job?

Has AI actually changed your work?

Self-reported and unverified — a sentiment signal, not a survey. One response per person per occupation; you can change your answer.

From people who do this job

Nobody has filed one yet. If you do this work, you know things the rubric can't see.

What has actually changed in your work?

Concrete beats general: a tool that arrived, a task that moved, a headcount decision you watched happen. Don't include anything that identifies you or your employer if that would put you at risk.