EXPOSED
Mowing, edging, mulching, pruning, planting, snow removal and irrigation repair are physical work in uneven, weather-exposed, obstacle-filled terrain — none of it is text or screen work, so language AI barely touches it. The real pressure is robotic, not cognitive: autonomous commercial mowers already handle large flat turf, and route/crew scheduling and estimating are being software-ified, which squeezes headcount per acre rather than eliminating the trade. Scores land in EXPOSED only because there is almost no licensure, little client relationship at the crew-worker level, and little consequential discretion — the modal worker executes a route plan.
Tasks largely resist digitisation. Pruning around a mature Japanese maple, hand-digging a broken irrigation lateral, blowing leaves out of a bed line, and clearing a walkway after an ice storm are all one-off improvised motions in cluttered terrain — an 18 rather than a 14 because even the most repetitive task (turf mowing) only automates on large open flat lawns, not the trimmer-and-blower work that fills most of the day.
Hands-on in uncontrolled environments. The entire job is outdoors in heat, rain, mud and cold, on slopes, around parked cars, tree roots, fences, dog waste and buried lines, hauling mulch and running gas-powered equipment — there is no version of this performed from a chair, which is what a 20 means.
No licence, no signature requirement. No licence gates entry; the pesticide applicator certification some states require for spraying is held by one crew member or the company, and the 3 rather than 0 reflects that plus OSHA/equipment training — but nothing that stops an owner replacing you with a machine or an unlicensed hire.
Some relationship component. Homeowners on a recurring residential route do come to expect the same person who knows which beds get cut back and where the sprinkler heads hide, and that repeat familiarity is worth an 8 — but the contract sits with the company, the estimate comes from the office, and clients switch vendors on price without ever learning the crew's names.
Meaningful discretion. You decide how low to scalp in drought, whether a limb is dead or dormant, and when soil is too wet to walk equipment across — a 7 because those calls are real but reversible in a season, made against a route sheet and a foreman, with no one downstream depending on your sign-off.
Has AI actually changed your work?