{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/claims-adjusters-examiners-and-investigators/", "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": "Claims Adjusters, Examiners, and Investigators", "soc_code": "13-1031", "category": "Business", "us_employment": 324230, "median_annual_wage": 78000 }, "verdict": "EXPOSED", "risk_resistance": 36, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 6, "embodiment": 7, "liability_shield": 7, "trust_premium": 7, "judgment_accountability": 9 }, "reasoning": { "task_resistance": "Xactimate line-item estimating from claimant-uploaded photos, auto total-loss valuations pulled from ACV databases, ISO ClaimSearch fraud hits, and templated reservation-of-rights and denial letters are already running straight-through at carriers like Lemonade and Progressive with no adjuster touch, which is why this sits at 6 rather than mid-band — the residual field inspection work is a minority of claim volume, not the core.", "embodiment": "A 7 reflects the split desk: property and catastrophe adjusters do ladder-and-roof scoping, crawl-space water inspections, and salvage yard vehicle teardowns in storm conditions, but auto desk examiners, workers' comp examiners, and life/health claims staff work entirely from a queue and never leave the building.", "liability_shield": "Most states license adjusters through a 40-hour course and multiple-choice exam with reciprocity across state lines, and Texas and Florida let unlicensed trainees work under a sponsor — the carrier, not you, is the party sued for bad faith under unfair claims settlement practices acts, so your name on the file carries almost no personal exposure, unlike a public adjuster's fiduciary duty to the insured.", "trust_premium": "Claimants are assigned to you by loss date and territory, not chosen, and most files close in weeks with no repeat contact; the 7 accounts for the standing relationships that do matter — defense counsel, preferred contractors and IME physicians, and the agents whose book you service on repeat commercial accounts.", "judgment_accountability": "Coverage determinations, causation calls on wind-versus-flood, and reserve setting are real discretion, but they run inside authority limits — anything above your dollar threshold escalates to a supervisor or claims committee, coverage questions go to counsel opinion, and your file must document the reasoning against company guidelines, which caps this at 9." }, "rationale": "The bulk of this job — reading policy language against a loss description, coding estimates from photos, computing depreciation, drafting denial and settlement letters, flagging fraud indicators — is exactly the document-and-pattern work insurers are already routing through automated straight-through processing and photo-based estimating tools. What holds is the field tier: climbing roofs after a hailstorm, scoping fire and water damage in person, taking recorded statements, and the named human who owns a large or contested settlement. Adjuster licensing exists in most states but is a low bar and does not require personal sign-off the way an engineering stamp or medical license does.", "outlook": "Routine auto and simple property claims go largely touchless within a decade, shrinking the desk examiner tier hard while field catastrophe and complex-loss adjusters stay in demand.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "State insurance departments adopting rules that require a named licensed adjuster to personally review and sign any adverse claim determination produced with algorithmic assistance — the direction of the NAIC Big Data and AI Working Group model bulletin (adopted in ~20 states) plus Colorado's SB21-169 quantitative-testing regime. A hard 'licensed human decision-maker on every denial' requirement, as opposed to today's governance-only language, plus market-conduct exam exposure and bad-faith liability attaching to the signer, would move this materially.", "plausibility": "plausible", "would_add": 5 }, { "dimension": "liability_shield", "change": "Litigation outcomes treating fully automated denial as per se bad faith — the Cigna PXDX and UnitedHealth nH Predict class actions, and California SB 1120 (2024) barring AI-only medical necessity denials without licensed-clinician review. If SB 1120's logic is extended by statute beyond health utilization review to property/casualty adverse determinations, a licensed sign-off becomes structural rather than optional.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "Task-mix shift: if straight-through processing absorbs the low-severity, undisputed tier (already visible in Lemonade/Tractable-style auto and property flows), the residual role is complex-loss, coverage-dispute, reservation-of-rights, subrogation and suspected-fraud work where the adjuster owns a contested call under ambiguity and is deposed on it. Fewer jobs, but each one scores higher on this dimension.", "plausibility": "already happening", "would_add": 5 }, { "dimension": "task_resistance", "change": "Same two-tier shift raises task resistance for the survivors: recorded statements under conflicting witness accounts, causation disputes needing an engineer/contractor argued against, reconstructing intent in fraud investigations. Note this is a composition effect within the surviving field/complex tier, not a capability regression.", "plausibility": "already happening", "would_add": 4 }, { "dimension": "embodiment", "change": "Catastrophe-response requirements — state DOI emergency adjuster licensing after hurricanes/hail, plus reinsurer and carrier demands for physical scoping on large-loss and total-loss claims where drone/photo estimates are contested in appraisal or litigation. If carriers formalize a severity threshold above which an in-person scope is mandatory, on-site attendance becomes a documented step rather than a discretionary one.", "plausibility": "plausible", "would_add": 3 } ], "ceiling_note": "No realistic route to a higher trust premium: the buyer of adjusting is the carrier, not the claimant, and the carrier's incentive is cost per claim. Claimants who want a human hire public adjusters or attorneys — a different occupation. Also note the liability and judgment levers concentrate value in a much smaller complex-loss and field cohort; the desk examiner tier is not protected by any of the above." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 282030, "wage": 64900 }, { "y": 2018, "emp": 287730, "wage": 65900 }, { "y": 2019, "emp": 287960, "wage": 66790 }, { "y": 2020, "emp": 287150, "wage": 68270 }, { "y": 2021, "emp": 278140, "wage": 65080 }, { "y": 2022, "emp": 285270, "wage": 72230 }, { "y": 2023, "emp": 293780, "wage": 75050 }, { "y": 2024, "emp": 305020, "wage": 76790 }, { "y": 2025, "emp": 324230, "wage": 78000 } ], "from": 2017, "to": 2025, "change_pct": 15, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "funeral-home-managers", "title": "Funeral Home Managers", "verdict": "SAFE", "risk_resistance": 75, "median_wage": 78790, "overlap": 57, "skills_to_close": [ "Operation and Control", "Service Orientation", "Management of Material Resources", "Management of Personnel Resources" ] }, { "slug": "medical-and-health-services-managers", "title": "Medical and Health Services Managers", "verdict": "EXPOSED", "risk_resistance": 55, "median_wage": 123860, "overlap": 57, "skills_to_close": [ "Operations Analysis", "Management of Material Resources", "Instructing", "Management of Personnel Resources" ] }, { "slug": "social-and-community-service-managers", "title": "Social and Community Service Managers", "verdict": "EXPOSED", "risk_resistance": 52, "median_wage": 80390, "overlap": 55, "skills_to_close": [ "Management of Personnel Resources", "Learning Strategies", "Operations Analysis", "Instructing" ] } ], "license": "https://cookedindex.com/terms" }