COOKED
The work — threading yarn, setting machine gauges and patterns, watching for broken ends, clearing jams, logging output — resists language AI but has been the primary target of mill automation for forty years, and employment (13,030 nationally) reflects that. Modern computerized knitting and weaving machines already load patterns digitally, detect thread breaks with optical sensors, and stop themselves; the residual human role is loading, repair, and exception handling on the floor. No license, no client relationship, and pattern-setting decisions are made by designers and engineers upstream, so the only real moat is that a robot still can't cheaply re-thread a loom.
Mixed — a routine tier and a judgment tier. Re-threading a broken warp end on a running loom, pulling a jam out of a knitting head without dropping stitches, and re-tying beams by hand are still hand-eye jobs a machine can't cheaply do — but pattern loading, tension setting, needle-break detection and stop-motion already run off the machine's own controller, so roughly half your shift is monitoring work the equipment does for itself, which puts it at 10 rather than 14+.
Hands-on in uncontrolled environments. You are on your feet on a mill floor for the whole shift among lint, 85+ dB noise and heat, reaching into moving needle beds and creels and doffing rolls that weigh more than you want to lift — 13 rather than 17 because the environment is at least a fixed indoor plant with the machines in known positions, not a construction site or a customer's roof.
No licence, no signature requirement. There is no state license, no board, and no certificate anyone checks before you tend a Santoni or a Picanol; if a beam runs off-quality the mill eats the scrap and the QC department writes it up, so nothing legal has to stay in a human's name for the line to run.
Anonymous artifact production. The yardage leaves the mill with a lot number, not your name on it, and the buyer at the converter has never heard of you — the only relationship that matters is with the shift supervisor and the mechanic, which is why this is 2 and not 0.
Executes defined procedures on defined inputs. You decide when a fabric flaw is bad enough to stop the machine, when tension drift means a mechanic rather than an adjustment, and how long to run before doffing — real calls, but they're bounded by the style sheet, the standard operating procedure and the loom's own alarm thresholds, with the designer and process engineer owning anything ambiguous, so 5 rather than 9.
Has AI actually changed your work?