← Risk register SOC 53-7051 · reviewed 2026-08-11

Industrial Truck and Tractor Operators

774,420 US workers · median $46,420/yr · Transportation

EXPOSED

Moving pallets, loading trailers, and feeding production lines is physical work that language models can't touch — but it happens inside warehouses, the single most structured and best-mapped environment robotics has, and autonomous forklifts and AGVs are already in commercial deployment at Amazon, Walmart DCs, and third-party logistics. The OSHA powered-industrial-truck certification is employer-issued training, not a state license, so it provides no legal barrier to replacing the seat with a sensor stack. What survives longest is the messy edge: mixed-SKU manual palletizing, damaged freight, tight legacy docks, outdoor yard work in weather, and anything requiring a human to notice something is wrong.

10-year outlook: Employment holds up in messy, mixed-freight and outdoor settings but shrinks steadily in high-volume distribution centers as autonomous forklifts move from pilot to standard equipment through the 2030s.

Score — 34/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 11 + 13 + 4 + 2 + 4 = 34.

Task resistance 11/20

Mixed — a routine tier and a judgment tier. Lift-truck work sits at 11 because the repeatable core — point-to-point pallet moves down marked aisles, dock-to-rack putaway, replenishing pick faces from reserve — is exactly what Seegrid and Vecna vehicles already run unmanned, while the same shift also includes shrink-wrapping broken pallets, restacking loads that shifted in transit, hand-scanning mislabeled cartons, and cycling a propane tank, none of which the AGV touches.

Embodiment 13/20

Hands-on in uncontrolled environments. A 13 reflects that you're operating a 9,000-lb counterbalance truck with a 4-inch clearance into a 53-foot trailer whose floor may be uneven and whose loads may be unbanded — plus yard moves on ice, ramp grades, and reaching a fourth-level rack beam by feel — but it's still a mapped facility with painted lanes and known rack pitch, not an unstructured site.

Liability shield 4/20

No licence, no signature requirement. OSHA 1910.178(l) makes your employer certify and re-evaluate you every three years, and that certificate travels nowhere: it isn't issued by a state board, can't be revoked by one, and a new hire can be trained and signed off in a day, which is why this sits at 4 rather than in the licensed range.

Trust premium 2/20

Anonymous artifact production. At a 2, nobody downstream knows which operator staged their trailer — the pallet, the BOL, and the scan timestamp are the only record, and shifts rotate operators across docks without any customer noticing.

Judgment & accountability 4/20

Executes defined procedures on defined inputs. A 4 fits work governed by load charts, capacity plates, travel-speed rules, and WMS task assignments: you decide when a load looks unsafe to lift or when to stop for a pedestrian, which is real judgment, but the calls are seconds long and bounded by written procedure rather than open-ended.

Scored twice. An independent second run returned 37/100 — EXPOSED, agreeing with the verdict above.

This score sits on a verdict boundary. At 34/100 it is one point from COOKED. Re-scoring moves results by a point or two, so here the score is more informative than the label.

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

Tasks already automatable

What survives

Active moats: embodiment

How to future-proof this job

Training paths for your skill gaps: Structured problem solving partner link

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.

Refractory Materials Repairers, Except Brickmasons SAFE · 67/100 · you already have ~82% of the skill profile

Skills to close: Repairing, Equipment Selection, Quality Control Analysis, Instructing

Refuse and Recyclable Material Collectors EXPOSED · 55/100 · you already have ~82% of the skill profile

Logging Equipment Operators EXPOSED · 53/100 · you already have ~80% of the skill profile

Skills to close: Quality Control Analysis, Equipment Selection, Complex Problem Solving, Repairing

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.