{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/farm-labor-contractors/", "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": "Farm Labor Contractors", "soc_code": "13-1074", "category": "Business", "us_employment": 310, "median_annual_wage": 58460 }, "verdict": "SAFE", "risk_resistance": 68, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 12, "embodiment": 14, "liability_shield": 15, "trust_premium": 14, "judgment_accountability": 13 }, "reasoning": { "task_resistance": "Half the week is H-2A clearance orders, payroll and piece-rate reconciliation, and MSPA wage statements that farm-labor software already generates, but the other half — recruiting a 40-person crew from a specific village network, arriving before dawn to judge whether the berries are dry enough to pick, and renegotiating with the grower when the harvest window collapses — has no digital substitute, which is what holds it at 12 rather than down near 6 with payroll clerks.", "embodiment": "You are driving the crew bus, inspecting the housing you registered on your MSPA certificate, walking rows in the heat to check pick quality and worker pace, and hauling water and shade structures to comply with heat-illness standards — uncontrolled outdoor sites, other people's vehicles, other people's fields, which is 14; it stops short of 18 because a meaningful block of hours is still spent on a phone and a laptop.", "liability_shield": "The MSPA certificate of registration names a natural person, with separate endorsements to drive, house, and transport workers, and California FLC licensure adds a bond, an exam, and joint-and-several wage liability with the grower — the DOL can debar you personally and workers can sue you individually, which is why this sits at 15 rather than in the certification-preferred band.", "trust_premium": "Growers hand over their harvest to a contractor they have used for years, and crews follow a specific contractor from crop to crop and state to state largely on their word about pay and housing — that two-sided personal reputation is the asset, though it is 14 and not 18 because a grower will still switch contractors over price when the crew can be replaced.", "judgment_accountability": "Deciding to pull a crew off a block when the fruit isn't ready, setting a piece rate that clears minimum wage across variable field conditions, and calling a heat stand-down are ambiguous decisions with wage-claim and worker-safety consequences you personally answer for; it lands at 13 rather than higher because the grower typically sets the harvest plan and acreage you are executing against." }, "rationale": "The paperwork half of this job — H-2A petitions, payroll runs, piece-rate calculations, MSPA disclosure forms, crew scheduling, wage statements — is exactly what software and AI already handle, and labor-management platforms are eating it. What does not automate is standing in a strawberry field at 5am deciding whether the crew moves rows, physically transporting and housing workers, and being the registered human name on the certificate when a wage-and-hour or heat-illness claim lands. The federal MSPA certificate of registration and state licenses (e.g., California FLC) legally require a named human registrant with personal liability, which is a real but regulatory moat.", "outlook": "Ten years out the back-office margin in this job is largely gone to labor platforms, but the licensed, liable, boots-in-the-field contractor who reliably delivers and supervises crews still gets paid — expect fewer, larger, more compliance-heavy operators.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "DOL expanding MSPA enforcement so that the named registrant is personally liable jointly with the grower for wage, transport and housing violations — plus state additions like California AB 1963-style FLC bond increases and the CA Labor Commissioner's practice of naming individual registrants in citations. A rule requiring the registrant (not a corporate entity) to personally attest to each H-2A job order's wage and housing compliance would push this near ceiling.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "Heat-illness standards (Cal/OSHA 3395, the proposed federal OSHA heat rule) make a named supervisor responsible for real-time work/rest calls; if the federal rule finalizes with a designated-person requirement, the contractor owns a documented life-safety judgment under ambiguity every hot day.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "task_resistance", "change": "Task-mix shift: once H-2A petitions, payroll and piece-rate math are fully platformed (Seso, AgWorks already do this), the residual job is crew discipline, housing crises, dispute resolution and audit defense — the judgment tier. The score rises even as total headcount falls.", "plausibility": "already happening", "would_add": 2 } ], "ceiling_note": "Note the 310-worker headcount: liability and judgment scores can rise while the occupation shrinks, since the moat protects the certificate holder, not the back-office staff behind them. Trust premium has no realistic route — growers buy compliance cover and labor supply, not human-ness." }, "adjudication": { "method": "mean of two independent runs; verdict robust to rounding", "outcome": "rescored", "run_totals": [ 65, 70 ], "run_verdicts": [ "EXPOSED", "SAFE" ] }, "employment_history": { "points": [ { "y": 2017, "emp": 780, "wage": 35660 }, { "y": 2018, "emp": 200, "wage": 46150 }, { "y": 2019, "emp": 160, "wage": 61910 }, { "y": 2021, "emp": 440, "wage": 47770 }, { "y": 2022, "emp": 550, "wage": 49330 }, { "y": 2023, "emp": 460, "wage": 45730 }, { "y": 2024, "emp": 410, "wage": 48690 }, { "y": 2025, "emp": 310, "wage": 58460 } ], "from": 2017, "to": 2025, "change_pct": -60.3, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [], "license": "https://cookedindex.com/terms" }