{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/farmworkers-and-laborers-crop-nursery-and-greenhouse/", "methodology": "https://cookedindex.com/methodology", "notice": "Verdicts are re-examined as evidence accumulates. Re-fetch before relying on this; the page above always carries the current score.", "scored_at": "2026-08-11", "model": "claude-opus-5", "occupation": { "title": "Farmworkers and Laborers, Crop, Nursery, and Greenhouse", "soc_code": "45-2092", "category": "Agriculture", "us_employment": 265500, "median_annual_wage": 35660 }, "verdict": "EXPOSED", "risk_resistance": 45, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 16, "embodiment": 19, "liability_shield": 1, "trust_premium": 3, "judgment_accountability": 6 }, "reasoning": { "task_resistance": "Picking a strawberry at the right ripeness without bruising it, feeling for a soft spot, bending under a canopy to pull suckers off tomato vines — these are grip-and-eye tasks that no language model performs, and the surviving 16 reflects that soft-fruit and nursery hand work still defeats commercial harvesters, even as leafy-green and pot-handling lines fall to machines.", "embodiment": "Ten-hour days stooped in mud or 100°F heat, on ladders, in humid greenhouses, on uneven furrows with weather and terrain changing hourly — the only reason this isn't 20 is that some sorting and packing happens on a fixed shed line under a roof.", "liability_shield": "No state license, no certification exam, no personal legal exposure for a bad pick; even the pesticide-handler card under the EPA Worker Protection Standard is training the employer must provide, not a credential you own or that anyone must hire you to have.", "trust_premium": "The buyer of the lettuce never learns your name, crews are hired through labor contractors and H-2A orders that treat workers as interchangeable headcount, and the 3 rather than 0 is only because a returning crew leader's trusted regulars get called back first.", "judgment_accountability": "Decisions are real but narrow and bounded by the foreman's instruction — which fruit meets the color break, which seedling is culled, how deep to set a transplant — with no authority over irrigation, spray timing, or when to harvest a block, which is why this sits at the top of the procedural band rather than in discretion." }, "rationale": "Almost nothing here is text or screen work — hand-harvesting strawberries, transplanting seedlings, thinning, pruning, sorting and packing in the field — so language AI barely touches the job. The real threat is mechanization: automated transplanters, weeding robots, machine-vision graders and mechanical harvesters are already commercial in leafy greens, nursery pot handling and packing lines, and they eliminate headcount without needing general-purpose robots. No license, no client relationship, and little discretion means there is no regulatory or trust buffer when capital substitution pencils out.", "outlook": "Employment keeps drifting down through the 2030s as harvest and weeding automation spreads crop by crop, with the surviving jobs shifting toward equipment operation, licensed spraying and crew supervision.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "EPA Worker Protection Standard / state pesticide applicator rules expanding the set of tasks that only a certified handler may perform — e.g. California DPR requiring a certified applicator physically present for autonomous sprayer operation, or state rules treating robotic spray rigs as requiring a licensed handler on the machine (CDFA/DPR has already had to write autonomous-equipment exemption petitions). Also FSMA Produce Safety Rule Sec. 112.22 requiring a named, trained supervisor for harvest hygiene; if audit schemes (PrimusGFS, GlobalG.A.P.) require that person to sign per-lot harvest records, a small personal-accountability shield attaches to crew-level workers.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "trust_premium", "change": "Label-driven demand for hand work: USDA organic already effectively forces hand-weeding and hand-thinning in some crops, and 'hand-picked'/'hand-harvested' claims carry price premiums in table grapes, soft fruit and nursery stock. A route would be a certification (e.g. Equitable Food Initiative, Fair Trade USA domestic produce, or a state 'fair labor' seal) that buyers like Costco or Whole Foods contractually require, paying for verified human harvest crews rather than machine.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "task_resistance", "change": "Task-mix shift: this occupation has two genuine tiers. If mechanical harvest takes leafy greens, machine-graded packing lines and nursery pot handling, the residual work concentrates in tasks robots still fail — grafting and budding nursery stock, cane pruning and canopy work in vineyards, ripeness-selective picking in strawberries/table grapes/tree fruit, and hand transplanting on uneven or terraced ground. Score per-remaining-worker rises even as headcount falls; watch commercial harvest rates for Advanced Farm / Tortuga / Harvest CROO staying below hand-crew throughput in soft fruit.", "plausibility": "already happening", "would_add": 2 }, { "dimension": "judgment_accountability", "change": "Crew-lead and irrigation/IPM scout roles absorbing the calls machines cannot own: which block is ready, whether a pest threshold triggers treatment, whether a lot is rejected for contamination. If H-2A or union contracts (UFW, or Washington/Oregon farmworker overtime and heat-rule regimes) formalize a named crew supervisor with authority to stop harvest for heat or food-safety reasons, discretion becomes documented rather than informal.", "plausibility": "plausible", "would_add": 3 } ], "ceiling_note": "Embodiment is already 19 and cannot meaningfully rise; the threat here is not that machines gain general dexterity but that crops, fields and packing lines are redesigned around the machines that already exist. No lever above stops capital substitution — they raise the score of the jobs that remain while total headcount can still fall sharply. Realistic ceiling is low-to-mid 50s." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 282300, "wage": 23380 }, { "y": 2018, "emp": 287420, "wage": 24320 }, { "y": 2019, "emp": 295520, "wage": 25440 }, { "y": 2020, "emp": 293910, "wage": 28660 }, { "y": 2021, "emp": 277200, "wage": 29630 }, { "y": 2022, "emp": 284000, "wage": 33000 }, { "y": 2023, "emp": 258730, "wage": 34470 }, { "y": 2024, "emp": 261690, "wage": 35690 }, { "y": 2025, "emp": 265500, "wage": 35660 } ], "from": 2017, "to": 2025, "change_pct": -6, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "refractory-materials-repairers-except-brickmasons", "title": "Refractory Materials Repairers, Except Brickmasons", "verdict": "EXPOSED", "risk_resistance": 65, "median_wage": 61290, "overlap": 74, "skills_to_close": [ "Operations Analysis" ] }, { "slug": "landscaping-and-groundskeeping-workers", "title": "Landscaping and Groundskeeping Workers", "verdict": "EXPOSED", "risk_resistance": 56, "median_wage": 39150, "overlap": 74, "skills_to_close": [] }, { "slug": "cooks-restaurant", "title": "Cooks, Restaurant", "verdict": "EXPOSED", "risk_resistance": 57, "median_wage": 37390, "overlap": 57, "skills_to_close": [] } ], "license": "https://cookedindex.com/terms" }