← Risk register SOC 51-3099 · reviewed 2026-08-11

Food Processing Workers, All Other

65,000 US workers · median $39,680/yr · Production

EXPOSED

This is hands-on plant work — trimming, sorting, loading and tending processing lines, mixing and seasoning batches, packing and weighing, sanitizing equipment, logging temperatures and HACCP checks. Language AI barely touches it, but that's the wrong threat: the pressure comes from vision-guided sorters, portioning robots, automated weighers and palletizers, which are already installed in high-volume plants and keep getting cheaper. Variable natural products (irregular carcasses, soft produce, artisan batches) and cramped, wet, retrofit-unfriendly facilities are what keep these jobs on the floor.

10-year outlook: Headcount in high-volume commodity plants keeps shrinking as sorting and packing automate, while workers who can run changeovers, fix jammed equipment, or handle irregular product hold steady or gain wage leverage.

Score — 35/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 13 + 13 + 3 + 2 + 4 = 35.

Task resistance 13/20

Mixed — a routine tier and a judgment tier. Trimming irregular carcasses, hand-sorting soft fruit and mixing small artisan batches still defeat off-the-shelf machinery, but the weighing, checkweighing, labeling and palletizing portions of your shift are already done by machines in high-volume plants — that split of genuinely hard manual work against demonstrably automated tasks is what puts this at 13 rather than the high teens a butcher-level knife job would earn.

Embodiment 13/20

Hands-on in uncontrolled environments. You work standing on wet floors in coolers and cook rooms, hauling totes, reaching into hoppers, breaking down and scrubbing equipment after shift — physical and awkward, but inside a fixed plant with defined stations and conveyor lines, not a farm field or a construction site, which caps it at 13 instead of the high-teens uncontrolled-environment band.

Liability shield 3/20

No licence, no signature requirement. No state licence stands between you and a machine: food-handler cards and HACCP awareness training run days, not years, and when a lot is contaminated the recall and the FDA/FSIS citation land on the plant and its QA manager, not on the person who logged the cooler temperature.

Trust premium 2/20

Anonymous artifact production. Nobody buying the retail pack knows your name, the line you ran, or the shift you worked; the brand and the USDA mark carry the customer relationship entirely.

Judgment & accountability 4/20

Executes defined procedures on defined inputs. Your calls are bounded by written specs — trim to the fat spec, hold the CCP at temperature, reject product outside the grade sheet, flag the deviation to a supervisor — real skill in execution but the escalation path and the corrective action are written down for you, which is a 4 rather than the 8-plus a QA technician who signs off on lot disposition would carry.

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.