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.
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.
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.
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.
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.
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.
Has AI actually changed your work?