{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/farm-equipment-mechanics-and-service-technicians/", "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 Equipment Mechanics and Service Technicians", "soc_code": "49-3041", "category": "Trades", "us_employment": 37870, "median_annual_wage": 56550 }, "verdict": "SAFE", "risk_resistance": 67, "contested": false, "near_boundary": true, "dimensions": { "task_resistance": 17, "embodiment": 20, "liability_shield": 5, "trust_premium": 12, "judgment_accountability": 13 }, "reasoning": { "task_resistance": "Splitting a tractor to reach the clutch pack, pressing in new bushings, and re-shimming a differential are irreducibly manual sequences where the only digitisable slice — pulling fault codes off the CAN bus and reading the service manual — is already a small fraction of billable hours, which is why this sits at 17 rather than the low teens where a diagnostic-heavy trade like automotive drivability work lands.", "embodiment": "You work lying under a combine in a stubble field, in dust and diesel, with a cutting torch and a 3/4-drive breaker bar, in weather nobody controls and positions no arm can be programmed for — there is no version of this job that happens at a screen, which is what 20 means.", "liability_shield": "No state licenses farm equipment mechanics; your leverage is the dealer's certification path (John Deere Tech, CNH, AGCO) and EPA 609 for A/C work, which employers ask for but which creates no personal legal exposure that would keep a human in the loop — that's the difference between a 5 and the 12+ a licensed electrician gets.", "trust_premium": "Growers call the tech who knows their specific 9RX and their specific spring workload, and in harvest season that named relationship decides who gets the after-hours callout — but the ticket still gets written to the dealership and the customer will take whoever the service manager sends when you're out, which caps it at 12 rather than 16.", "judgment_accountability": "Deciding whether to field-patch a hydrostat and get the machine through the next 200 acres or pull it in for a full teardown is a real judgment call with five-figure downtime consequences, and intermittent electrical faults require you to build a hypothesis with no procedure to follow — but flat-rate times, OEM service intervals, and warranty-claim rules constrain most of the day, so 13 rather than 16." }, "rationale": "The work is pulling hydraulic cylinders, rebuilding combine headers, chasing intermittent CAN bus faults, and welding cracked implement frames — often in a muddy field 40 miles from the shop during a harvest window that can't wait. AI already helps read diagnostic trouble codes, look up service literature, and draft repair estimates, but nothing automates torquing a final drive or diagnosing a wiring harness chewed by rodents. The absence of licensure is the only soft spot: the moat here is physical, not regulatory.", "outlook": "Employment holds roughly flat to modestly up over ten years as machines get more electronic and fewer people can fix them; the diagnostic-lookup part of the job gets absorbed by AI while the wrench-and-field-call part becomes the whole job.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "Right-to-repair implementation rules (Colorado HB23-1011, the AFBF–John Deere MOU, and the pending state copycats) creating a manufacturer-authorized technician credential that must be on file for warranty-valid repairs to emissions/Tier 4 aftertreatment, ADAS-style autosteer, and safety interlocks — i.e., a named certified tech signs off before a machine returns to road/field service", "plausibility": "plausible", "would_add": 4 }, { "dimension": "liability_shield", "change": "EPA anti-tampering enforcement extended to require documented certified-technician sign-off on DEF/SCR and ECU reflash work, mirroring the heavy-truck emissions defeat-device crackdowns; personal exposure for the tech who deletes", "plausibility": "already happening", "would_add": 3 }, { "dimension": "liability_shield", "change": "Crop/equipment insurers or OEM extended warranty carriers requiring repairs on autonomous or semi-autonomous machines (Deere 8R autonomy, Case AFS) be performed and attested by a factory-certified technician for coverage to hold", "plausibility": "plausible", "would_add": 3 }, { "dimension": "trust_premium", "change": "Independent shops marketing verified non-dealer, non-telematics-locked service as right-to-repair conflicts push growers toward technicians they personally trust with unlocked machine data — a named-tech relationship premium during harvest windows", "plausibility": "already happening", "would_add": 2 }, { "dimension": "judgment_accountability", "change": "Task-mix shift as remote telematics triage (Deere Expert Alerts, Connected Support) absorbs code-reading and parts pre-staging: the on-site remainder is the fix-or-limp-to-Friday call on a $700k combine mid-harvest, where a wrong call costs a crop", "plausibility": "already happening", "would_add": 3 }, { "dimension": "task_resistance", "change": "Already near ceiling; only route is the same triage shift — routine code lookup and estimate drafting leaving the job, concentrating hours on intermittent harness/rodent/vibration faults and field fabrication that resist remote diagnosis entirely", "plausibility": "already happening", "would_add": 1 } ], "ceiling_note": "embodiment is maxed at 20 and task_resistance is within 3 of ceiling, so realistic headroom is almost entirely institutional. Even a full authorized-technician regime is unlikely to reach medical/engineering-grade personal liability, since the customer is a business buying uptime, not a regulated third party; a realistic ceiling is high-70s to low-80s." }, "adjudication": { "method": "two independent runs agreed on the verdict", "outcome": "corroborated", "run_totals": [ 67, 68 ], "run_verdicts": [ "SAFE", "SAFE" ] }, "employment_history": { "points": [ { "y": 2017, "emp": 34410, "wage": 39340 }, { "y": 2018, "emp": 34300, "wage": 40630 }, { "y": 2019, "emp": 36290, "wage": 42200 }, { "y": 2020, "emp": 35720, "wage": 43880 }, { "y": 2021, "emp": 35030, "wage": 46910 }, { "y": 2022, "emp": 35280, "wage": 48010 }, { "y": 2023, "emp": 36830, "wage": 49210 }, { "y": 2024, "emp": 36880, "wage": 52080 }, { "y": 2025, "emp": 37870, "wage": 56550 } ], "from": 2017, "to": 2025, "change_pct": 10.1, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [], "license": "https://cookedindex.com/terms" }