{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/automotive-body-and-related-repairers/", "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": "Automotive Body and Related Repairers", "soc_code": "49-3021", "category": "Trades", "us_employment": 149310, "median_annual_wage": 54890 }, "verdict": "EXPOSED", "risk_resistance": 65, "contested": false, "near_boundary": true, "dimensions": { "task_resistance": 17, "embodiment": 19, "liability_shield": 6, "trust_premium": 10, "judgment_accountability": 13 }, "reasoning": { "task_resistance": "Sectioning a rail to OEM position, straightening a unibody on a pull frame with tram gauges, squeeze-type resistance spot welding boron steel, and hand-blending a three-stage pearl into a half-panel are all one-off jobs on a car crumpled in a way no other car ever was — hence 17 rather than a full 20, since the estimating, blueprinting and parts-sourcing side of your day is already being done off a phone photo.", "embodiment": "You work inside the wreck: kneeling in a floorpan, reaching behind an apron with a stud welder, sanding overhead, moving between the frame rack, the welding bay and a downdraft booth in a respirator — 19 because there is essentially no part of the repair itself that happens sitting down.", "liability_shield": "No state licenses body repairers; I-CAR Platinum, ASE B2-B5 and OEM certifications (Honda, Ford aluminum, GM) get the shop on a direct-repair or certified-collision list and can be contractually required for structural welds, but the comeback and the liability land on the shop's garage-keepers policy, not on a personal license you could lose.", "trust_premium": "Most of your work arrives through insurer DRP assignment and the customer never sees you — but repeat retail work, the dealership body shop's relationship with its service drive, and the customers who come back to the guy who matched their tri-coat put this at 10 instead of anonymous.", "judgment_accountability": "Deciding repair-versus-replace on a rail, whether a pull has work-hardened metal past safe limits, and reading the OEM procedure that forbids heat on UHSS are calls that decide whether the car crushes correctly in the next collision — 13 rather than higher because those calls are increasingly constrained by written OEM repair procedures and insurer approval on the estimate." }, "rationale": "Pulling dents, replacing quarter panels, welding and riveting mixed-material structures, blending paint under a booth light — none of that is text or screen work, and no robot on the market can do it on a uniquely crumpled car. What AI is already eating is the paperwork half of the job: photo-based damage estimating, insurance claim documentation, parts ordering, and repair-time calculation. The modal worker survives on hands; the estimator-heavy tier of this occupation is the part under real pressure.", "outlook": "The wrench-and-welder work holds for a decade, but estimating and claims roles thin out while OEM/EV/ADAS certification becomes the line between well-paid and squeezed.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "ADAS calibration and structural repair documentation becoming a legally attributable sign-off: several states and insurers already reference OEM repair procedures as the standard of care, and I-CAR/ASE certification is increasingly named in insurer DRP contracts. A state statute or board rule requiring a named certified technician to certify that ADAS sensor recalibration and structural welds on a repaired vehicle meet OEM spec — with personal exposure in a subsequent-crash suit — would move this materially. Watch: post-repair inspection statutes, Seebachan v. John Eagle Collision-style verdicts spreading, and Right-to-Appraisal/OEM-procedure bills in TX, LA, RI.", "plausibility": "plausible", "would_add": 6 }, { "dimension": "judgment_accountability", "change": "Repair-vs-replace and total-loss calls on high-strength steel, aluminum and carbon structures already sit with the technician against an AI photo estimate; if OEM position statements (Honda, Toyota, Ford already publish sectioning restrictions) become contractually binding on shops, the technician who overrides an AI estimate owns the call and its consequences explicitly.", "plausibility": "already happening", "would_add": 4 }, { "dimension": "task_resistance", "change": "Task-mix shift: if photo-estimating and claim documentation are fully automated, the residual job is the non-routine tier — disassembly-based discovery of hidden damage, mixed-material joining decisions, and EV battery-pack damage assessment (high-voltage disable/inspection now requires specific training and is not photo-assessable). The estimator tier shrinking raises the average resistance of what remains, without any new law.", "plausibility": "already happening", "would_add": 2 }, { "dimension": "trust_premium", "change": "Narrow route only: OEM-certified collision networks (Tesla, Rivian, Porsche, Mercedes approved-shop lists) let some shops charge for certified human work, and consumer steering-protection laws let owners pick the shop. This attaches to the shop brand more than the individual repairer, so the premium is thin and partly captured by the employer.", "plausibility": "plausible", "would_add": 2 } ], "ceiling_note": "Embodiment is already near maximum and cannot rise further; the exposure here is concentrated in the estimating/paperwork tier, so the realistic ceiling is roughly the mid-70s and comes almost entirely from liability and sign-off rules around ADAS and structural certification, not from any change in what machines can physically do." }, "adjudication": { "method": "two independent runs agreed on the verdict", "outcome": "corroborated", "run_totals": [ 65, 63 ], "run_verdicts": [ "EXPOSED", "EXPOSED" ] }, "employment_history": { "points": [ { "y": 2017, "emp": 144320, "wage": 41970 }, { "y": 2018, "emp": 142060, "wage": 42730 }, { "y": 2019, "emp": 144180, "wage": 43580 }, { "y": 2020, "emp": 137120, "wage": 45350 }, { "y": 2021, "emp": 137300, "wage": 47270 }, { "y": 2022, "emp": 138760, "wage": 47670 }, { "y": 2023, "emp": 151910, "wage": 48740 }, { "y": 2024, "emp": 155220, "wage": 51680 }, { "y": 2025, "emp": 149310, "wage": 54890 } ], "from": 2017, "to": 2025, "change_pct": 3.5, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [], "license": "https://cookedindex.com/terms" }