EXPOSED
Almost nothing here is text or screen work, so language models barely touch the job — the threat is capital, not chatbots: goods-to-person systems, autonomous mobile robots, and improving suction/multi-grip picking arms already handle high-volume sortation and palletizing in purpose-built facilities. What survives is messy: irregular loads, damaged cartons, trailer unloading, retail backrooms, construction sites, and any building not designed around robots. The job doesn't disappear — it concentrates in the un-engineered spaces while the biggest, most standardized warehouses shed headcount per unit shipped.
Mixed — a routine tier and a judgment tier. Trailer unloading of floor-loaded mixed cartons, breaking down collapsed pallets, and hand-stacking irregular freight in a 1970s dock with no clearance still beat every commercial robot, but the high-volume half of the work — case picking to a conveyor, palletizing uniform SKUs, tote induction — is already being done by machines in new-build DCs, which is what holds this at 13 instead of 17.
Hands-on in uncontrolled environments. The whole shift is lifting 50-lb boxes, climbing in and out of trailers at ambient temperature or in a freezer, walking uneven yard surfaces, and reaching into spaces a fixed arm cannot see into; the only reason it isn't 20 is that a growing share of the work happens inside conditioned, engineered warehouse aisles rather than construction sites and open yards.
No licence, no signature requirement. No licence, no certification, no exam — a forklift authorization under 29 CFR 1910.178(l) is employer-issued training, not a credential you carry, and when freight is damaged the carrier or the employer pays, never you.
Anonymous artifact production. Nobody requesting the pallet knows who moved it; the 3 reflects that a crew lead or a driver may specifically ask for the loader who blocks-and-braces a trailer well, which is a reputation inside one building, not a client relationship.
Executes defined procedures on defined inputs. Calls are real but bounded — deciding stack height, whether a carton is too damaged to ship, when a load needs re-securing — and they're governed by pick lists, load diagrams, and a supervisor who is thirty feet away.
Roof Bolters, Mining EXPOSED
Has AI actually changed your work?