{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/farmers-ranchers-and-other-agricultural-managers/",
  "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": "Farmers, Ranchers, and Other Agricultural Managers",
    "soc_code": "11-9013",
    "category": "Management",
    "us_employment": 6500,
    "median_annual_wage": 89900
  },
  "verdict": "EXPOSED",
  "risk_resistance": 62,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 15,
    "embodiment": 18,
    "liability_shield": 5,
    "trust_premium": 8,
    "judgment_accountability": 16
  },
  "reasoning": {
    "task_resistance": "Pulling a breech calf at 2am, diagnosing why a specific pivot section stopped turning, and deciding a field is dry enough to enter by how the soil feels underfoot are tasks no vendor sells software for — 15 rather than 18 because the paperwork, agronomic modeling, and marketing half of the job is already being done by FBN, Climate FieldView, and crop insurance platforms.",
    "embodiment": "The workday is spent in pens, on ladders, under equipment, and in fields where the mud, heat, livestock temperament, and weather are all uncontrolled variables — an 18 rather than 20 only because a real share of hours goes to the office desk doing loan applications, payroll, and grain contracts.",
    "liability_shield": "No licence stands between you and the work: anyone can buy land and start farming, and while restricted-use pesticide applicator certification and CDL matter for specific duties, they gate a task rather than the occupation, which is what puts this at 5 rather than 2.",
    "trust_premium": "Your grain buyer, packer, or co-op pays on protein, moisture, and grade, not on who grew it — the 8 reflects the relationships that do carry weight: the banker renewing your operating note, the landlord deciding whether to keep you on the cash rent, and the crew that comes back each season.",
    "judgment_accountability": "You decide when to plant against a forecast that may be wrong, whether to cull a marginal cow, when to price the crop, and how much of next year's inputs to prepay — nobody reviews these, and a bad call shows up as a lien on the farm rather than a performance review."
  },
  "rationale": "The modal worker here owns or manages an operation: walking fields and pens, diagnosing sick livestock, repairing equipment, hiring and directing crews, and making planting, culling, and marketing calls with weather and commodity prices against them. AI and precision-ag software are already eating the desk half — yield modeling, input optimization, crop insurance paperwork, spray scheduling, market analysis, recordkeeping — and autonomous tractors are real for row-crop tillage and harvest on flat ground. What resists is the unstructured physical work, the animal handling, and bearing the financial consequences of a bad season, which is why this scores mid-band rather than safe: displacement here looks like consolidation and fewer operators per acre, not robots replacing farmers.",
  "outlook": "Fewer, larger operations with AI-driven agronomy and semi-autonomous machinery; the surviving managers are the ones who own land, supervise automation, and carry the risk.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "liability_shield",
        "change": "Pesticide/restricted-use application law already requires a certified applicator of record; EPA's 2024 Certification of Pesticide Applicators rule tightened supervision requirements. If state ag departments extend the named-human-of-record model to autonomous sprayers and drone application (FAA Part 137 exemptions already name a responsible remote pilot-in-command per operation), the licensed operator becomes legally unremovable per machine, not per farm. Organic certification (NOP) and FSMA Produce Safety Rule similarly designate a responsible individual who signs food-safety plans.",
        "plausibility": "already happening",
        "would_add": 4
      },
      {
        "dimension": "liability_shield",
        "change": "State veterinary practice acts plus the veterinarian-client-patient relationship requirement for antibiotic use (FDA GFI #263) already put prescribing behind a licensed human; if drug-residue and animal-welfare audit regimes (e.g., FARM program, packer welfare audits) require a named manager to sign treatment and euthanasia records, that signature attaches personal exposure to the manager role.",
        "plausibility": "plausible",
        "would_add": 2
      },
      {
        "dimension": "trust_premium",
        "change": "Direct-to-consumer and certified channels where buyers pay for a named human steward: Real Organic Project and Regenerative Organic Certified require on-farm human inspection and grower attestation; ag-tourism, CSA, and brand-story premiums pay specifically because an identifiable family operates the land. Growth in these channels raises the share of revenue that is explicitly human-attached, but they remain a small slice of acreage.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "task_resistance",
        "change": "Genuine two-tier structure: if autonomous tillage/harvest and AI agronomy absorb the routine acreage tasks and paperwork, the residual job concentrates on ambiguity — disease outbreak triage, drought-year replant decisions, marketing under basis volatility, labor management under H-2A audit. Watch for whether consolidated operations retain managers whose day is nearly all exception-handling.",
        "plausibility": "plausible",
        "would_add": 2
      },
      {
        "dimension": "judgment_accountability",
        "change": "Already near ceiling: owner-operators bear the loss personally. A further increase would require lenders or crop insurers to formally designate and document a decision-maker of record — e.g., Farm Credit or FCIC loss-adjustment rules refusing indemnity where planting and input decisions were made by an unsupervised automated system.",
        "plausibility": "plausible",
        "would_add": 2
      }
    ],
    "ceiling_note": "Embodiment and judgment are already near maximum, so almost all headroom is in liability and trust — and both are capped by the fact that displacement here is consolidation. A licensed-applicator or food-safety signature protects the role, not the headcount: one manager can sign for many more acres, so scores can rise while the 6,500-worker count falls."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 4610,
        "wage": 69620
      },
      {
        "y": 2018,
        "emp": 4770,
        "wage": 67950
      },
      {
        "y": 2019,
        "emp": 5060,
        "wage": 71160
      },
      {
        "y": 2020,
        "emp": 5670,
        "wage": 68090
      },
      {
        "y": 2021,
        "emp": 5220,
        "wage": 73060
      },
      {
        "y": 2022,
        "emp": 6250,
        "wage": 75760
      },
      {
        "y": 2023,
        "emp": 6150,
        "wage": 83770
      },
      {
        "y": 2024,
        "emp": 5910,
        "wage": 87980
      },
      {
        "y": 2025,
        "emp": 6500,
        "wage": 89900
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": 41,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}