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.
Roughly flat across the period, with year-to-year wobble.
Median pay $30,440 → $39,150 +2.9% in real terms
This line is counted by the Bureau of Labor Statistics — the one figure on this page that isn't a judgement of ours. Headcount moves on demand, offshoring, demographics and the business cycle, and automation is one term among several, often not the loudest.
So a falling line is not evidence that AI did it, and a rising one is not evidence that it won't. Both happen in this register: some occupations resist automation and shrink anyway, others are highly automatable and keep growing. The marked year is 2020.
BLS projection, 2024–2034
+3.6%
Percentage only. The projection counts a different population from the 952,640 above — it includes self-employed workers, which for this occupation is most of them, so the two headcounts are not comparable.
Growing, and only partly exposed
The BLS expects +3.6% more of these jobs by 2034, and at 56/100 the work is only partly exposed — some tasks are automatable, the core of the job is not. Nothing here is in tension.
Different clocks. The score is what current AI could do to this work today. The projection is how many of these jobs will exist in 2034. Everything between the two — how fast employers actually adopt, whether demand grows in the meantime — is why they can point opposite ways without either being wrong.
~158,200 openings a year on average, including replacing people who leave.
SextonSodderWeederYardmanGardenerCaretakerGreensmanSod LayerGroundsmanLandscaperLawn MowerSod CutterPark KeeperWeed BurnerWeed CutterYard PersonYard WorkerBrush CutterGrass CutterGreenskeeperLand ClearerSod StripperWeed ThinnerYard Laborer
Holding it up: embodiment . Weakest point: liability shield .
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.
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.
The verdict above describes this occupation as a whole. Almost nobody does the typical version of a job — tick what's actually in your week and see how your own mix sits.
Your task mix speaks to task resistance (18/20 here) — how much of the day's work current AI already does. That is the dimension the boxes above are about.
It cannot move the other three. Liability shield (3/20) is whether the law requires a licensed human to sign. Trust premium (8/20) is whether buyers specifically pay for a person. Judgment and accountability (7/20) is whether the role exists to own consequential calls. Those are facts about the occupation's standing, not about which tasks are in your week — a paralegal who does only trial exhibits still holds no licence. Together they are 18 of this occupation's 56 points (32%).
Embodiment (20/20) is also a property of the work rather than the worker, but we don't tag individual tasks as physical or not, so the picker can't tell you anything about it. That's a limit of this tool, not a claim.
Did we get the list right? Tell us what's missing — the tasks are written from the outside, and you're reading this from the inside.
No occupation passed every test: close enough to landscaping and groundskeeping workers on skills and subject matter, at least 10 points more resistant, no big jump in training, no new licence, no pay cut, and not shrinking on its own. That happens for 223 of the 654 occupations here that aren't SAFE, and it is worth stating plainly rather than leaving the section off.
The usual reason is that exposure travels with the skill profile. The jobs most similar to yours tend to be exposed for the same reasons yours is, so the near neighbours don't clear the gap — and the ones that do are a different kind of work, not a transfer of what you already know. Read that as a limit of this method, not a verdict that you're stuck: it only compares whole occupations, and it cannot see specialisation, industry, or anything you'd bring that isn't in a federal skill survey.
Here is that claim on your own job rather than in the abstract. These are the three occupations closest to this one by skill and subject matter — the places the work would most naturally transfer — with what the register scores them:
That is the whole problem in three lines. The nearest work is not meaningfully safer, so there is no move here that trades a similar skill set for a better verdict. This is not us running out of ideas — it is what the neighbourhood looks like.
The moves above are yours to make. This is the other half: what would have to change in the world for the occupation itself to score higher. None of it is in any one person's gift, but it is where the floor actually comes from. Scores here are not a one-way ratchet. Only two of the five dimensions — task resistance and embodiment — track what machines can do. The other three track law, what buyers will pay for, and who is answerable, and those move in both directions, often in response to the same pressure AI creates. If every lever below landed, this occupation would score around 75/100 — SAFE.
State pesticide/herbicide rules that require a state-certified commercial applicator to be physically present and personally sign the application record for every treated site, rather than a supervisor certifying remotely for many crews. Several states (e.g., CA DPR's licensed QAL requirements, NY 7-day notification and certification rules) already run this structure; extending presence-and-signature to fertilizer/nutrient management under Chesapeake-Bay-style nutrient applicator laws would pull more crew-level work behind a license.
Genuine two-tier split: if autonomous mowers take open turf, the residual job concentrates in detail pruning, bed work, irrigation diagnosis, storm cleanup, plant health diagnosis and slope/obstacle edges — tasks robots handle worst. Watch fleet mix at large firms (BrightView, Yellowstone) for headcount per acre falling while the remaining role is described as horticultural technician rather than mower operator.
Municipal tree ordinances that condition any pruning or removal on a public or heritage tree on a signed assessment by an ISA-certified arborist with TRAQ qualification, with liability for failure attaching to the signer — plus insurer requirements that tree-work claims be defended only where a certified assessor signed off. Ordinances of this type exist in many CA and Southeast cities.
Backflow-prevention and cross-connection rules requiring a certified tester to sign annual irrigation backflow certificates, and state irrigation contractor licensing (TX and CA models) extended to routine repair rather than only new installation.
Municipal or HOA stormwater and water-restriction regimes that make the on-site crew lead the accountable party for irrigation scheduling decisions, runoff control and nutrient timing under drought orders — i.e. discretionary calls with fines attached, as in Southwest water districts' restricted-watering enforcement.
Growth in native/ecological restoration and organic land care contracts (NOFA Organic Land Care accreditation, school and municipal pesticide bans) where buyers pay for a named accredited practitioner's plant judgment rather than a mowing route. This lifts only the specialist slice, not the modal mowing crew.
The limit. Embodiment is already maxed and cannot rise; the ceiling here is that most of the 950k workers are in unlicensed maintenance crews where the buyer is a property manager purchasing acreage coverage, not a person. Licensure levers raise the score for the applicator/arborist/irrigation slice while leaving the mow-blow-and-go tier exposed to machine substitution.
| New York-Newark-Jersey City, NY-NJ | 50,410 | $45,530 +16% |
| Los Angeles-Long Beach-Anaheim, CA | 27,860 | $44,650 +14% |
| Chicago-Naperville-Elgin, IL-IN | 25,160 | $45,280 +16% |
| Miami-Fort Lauderdale-West Palm Beach, FL | 21,170 | $37,430 -4% |
| Dallas-Fort Worth-Arlington, TX | 19,750 | $37,680 -4% |
| Philadelphia-Camden-Wilmington, PA-NJ-DE-MD | 17,700 | $42,130 +8% |
| Washington-Arlington-Alexandria, DC-VA-MD-WV | 17,140 | $42,700 +9% |
| Phoenix-Mesa-Chandler, AZ | 16,850 | $39,140 +0% |
| Boston-Cambridge-Newton, MA-NH | 15,120 | $49,030 +25% |
| Barnstable Town, MA | 2,210 | $49,010 +25% |
| Kahului-Wailuku, HI | 1,310 | $48,570 +24% |
We have no reported case of a named organisation automating this occupation. Not one deployment, not one announcement.
That is worth saying out loud next to a score of 56. The verdict above is about what the work exposes — what current AI could do to these tasks. It is not a claim that anyone has done it. For this occupation those two things have come apart completely: the capability argument is on this page, and the evidence column is empty.
Has AI actually changed your work? One tap, anonymous, and the running tally is public. Nothing else is asked of you.
Rather than check back: get the digest and we'll tell you what changed — or watch a single occupation from its own page.