← Risk register SOC 45-2092 · reviewed 2026-08-11

Farmworkers and Laborers, Crop, Nursery, and Greenhouse

265,500 US workers · median $35,660/yr · Agriculture

EXPOSED

Almost nothing here is text or screen work — hand-harvesting strawberries, transplanting seedlings, thinning, pruning, sorting and packing in the field — so language AI barely touches the job. The real threat is mechanization: automated transplanters, weeding robots, machine-vision graders and mechanical harvesters are already commercial in leafy greens, nursery pot handling and packing lines, and they eliminate headcount without needing general-purpose robots. No license, no client relationship, and little discretion means there is no regulatory or trust buffer when capital substitution pencils out.

10-year outlook: Employment keeps drifting down through the 2030s as harvest and weeding automation spreads crop by crop, with the surviving jobs shifting toward equipment operation, licensed spraying and crew supervision.

Score — 45/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 16 + 19 + 1 + 3 + 6 = 45.

Task resistance 16/20

Tasks largely resist digitisation. Picking a strawberry at the right ripeness without bruising it, feeling for a soft spot, bending under a canopy to pull suckers off tomato vines — these are grip-and-eye tasks that no language model performs, and the surviving 16 reflects that soft-fruit and nursery hand work still defeats commercial harvesters, even as leafy-green and pot-handling lines fall to machines.

Embodiment 19/20

Hands-on in uncontrolled environments. Ten-hour days stooped in mud or 100°F heat, on ladders, in humid greenhouses, on uneven furrows with weather and terrain changing hourly — the only reason this isn't 20 is that some sorting and packing happens on a fixed shed line under a roof.

Liability shield 1/20

No licence, no signature requirement. No state license, no certification exam, no personal legal exposure for a bad pick; even the pesticide-handler card under the EPA Worker Protection Standard is training the employer must provide, not a credential you own or that anyone must hire you to have.

Trust premium 3/20

Anonymous artifact production. The buyer of the lettuce never learns your name, crews are hired through labor contractors and H-2A orders that treat workers as interchangeable headcount, and the 3 rather than 0 is only because a returning crew leader's trusted regulars get called back first.

Judgment & accountability 6/20

Executes defined procedures on defined inputs. Decisions are real but narrow and bounded by the foreman's instruction — which fruit meets the color break, which seedling is culled, how deep to set a transplant — with no authority over irrigation, spray timing, or when to harvest a block, which is why this sits at the top of the procedural band rather than in discretion.

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

Tasks already automatable

What survives

Active moats: embodiment, physical-presence

How to future-proof this job

Escape hatches — adjacent fields with better verdicts

Computed from U.S. Dept. of Labor O*NET skill profiles: high overlap with what you already do, materially higher resistance score.

Fallers EXPOSED · 65/100 · you already have ~74% of the skill profile

Skills to close: Operation and Control, Judgment and Decision Making, Operations Analysis, Critical Thinking

Refractory Materials Repairers, Except Brickmasons SAFE · 67/100 · you already have ~74% of the skill profile

Skills to close: Operations Analysis

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.