EXPOSED
This is a catch-all bucket — irrigation setup, hand-weeding, sorting and grading produce, animal handling, equipment tending, seasonal field labor — and almost none of it is text or screen work, so language models barely touch it. The real exposure is mechanical: autonomous tractors, GPS-guided sprayers, robotic weeders and optical sorters are commercially deployed right now, and they target exactly the repetitive field and packhouse tasks that define the modal worker here. There is no license, no signature requirement, and no customer paying for a relationship, so nothing slows substitution except capital cost and crop geometry.
Tasks largely resist digitisation. Setting irrigation lines across uneven ground, hand-pulling weeds between close-spaced rows, catching and restraining animals, and clearing jammed equipment are all judged by touch and eye in the moment — a 15 rather than 18 because the packhouse sorting and grading portion of this bucket is already being done by optical graders on commercial lines.
Hands-on in uncontrolled environments. The work is outdoors in mud, heat, dust and livestock pens, on terrain no rail or gantry can be built over, with tasks that require bending into a crop canopy and gripping wet or living material — the 18 rather than 20 reflects the share of this SOC working inside sheds, greenhouses and packing rooms where conditions are at least partly controlled.
No licence, no signature requirement. No state licence, no certification exam, and no signature on any document — the 2 rather than 0 acknowledges pesticide-handler cards and worker protection standard training that some of these jobs require before a worker can be sent into a treated field.
Anonymous artifact production. Produce leaves the field anonymous and graded by specification, not by who picked it; the 4 reflects that the person who returns each season and knows one farm's fields, gates and quirks is genuinely harder to replace than a first-day hire, but the buyer never learns their name.
Meaningful discretion. Calls like when a plant is ready to cut, whether an animal is off-feed, or when a hose fitting is about to fail are real and made unsupervised — but they sit at 7 because the decisions are within a day's crop or one animal, and the crew leader or grower owns anything with money or safety attached.
Has AI actually changed your work?