{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/insurance-underwriters/", "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": "Insurance Underwriters", "soc_code": "13-2053", "category": "Business", "us_employment": 105420, "median_annual_wage": 81370 }, "verdict": "COOKED", "risk_resistance": 24, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 5, "embodiment": 1, "liability_shield": 3, "trust_premium": 6, "judgment_accountability": 9 }, "reasoning": { "task_resistance": "Personal auto, homeowners, and small-commercial submissions are already bound in seconds by rating engines that pull MVR, CLUE, credit, and property data and apply the same eligibility tables you work from — a 5 rather than a 10 because straight-through processing rates above 80% are now standard in those lines and the referral queue you clear is shrinking by design.", "embodiment": "You work entirely from a submission platform, email, and a rating system; even the physical inspection or loss-control report that informs a commercial decision is ordered from a vendor and arrives as a PDF you read at your desk.", "liability_shield": "No state requires a license, exam, or continuing education to underwrite — the agent selling the policy is licensed and the carrier's filed rates and forms carry the regulatory obligation, so the only thing above zero here is internal authority limits and E&O exposure that sits with the company, not your name.", "trust_premium": "Broker relationships genuinely matter in commercial lines — producers steer submissions to underwriters who answer fast and find a way to write the account — but the broker's client is the insured, your appetite and price are set by the carrier, and a 6 reflects that the relationship influences flow rather than being the thing purchased.", "judgment_accountability": "Declining a schedule with incomplete loss runs, pricing a first-year contractor, or attaching an exclusion on a marginal risk is real discretion, but it runs inside filed rates, referral thresholds, and a signed authority letter that sends anything over your limit upstairs — a 9, not a 14, because portfolio appetite and cat aggregation calls belong to the chief underwriting officer and the actuaries." }, "rationale": "The modal underwriter reviews applications, pulls credit/loss-run/MVR/inspection data, applies rating guidelines, and accepts, declines, or prices with modifications — a decision pipeline that automated rating engines and predictive models already run end-to-end in personal auto, homeowners, and small-commercial lines. What survives sits in complex commercial, specialty, and excess lines, where the underwriter negotiates terms with brokers, structures manuscript coverage on incomplete information, and owns portfolio-level appetite calls. No license is required to underwrite, so there is no regulatory shield holding the routine tier in place.", "outlook": "Headcount keeps shrinking as straight-through processing swallows standard lines; the remaining jobs concentrate in specialty and complex commercial underwriting with broader authority per person.", "what_would_raise_it": { "levers": [ { "dimension": "task_resistance", "change": "Task-mix shift is genuine here: personal auto/homeowners/small-commercial straight-through processing removes the routine tier, leaving complex commercial, specialty, cyber, E&S, and manuscript-wording work where exposure data is incomplete and terms are negotiated broker-by-broker. If the surviving headcount is concentrated in Lloyd's-style syndicate and E&S binding authority roles, measured task resistance for the remaining job rises even as headcount falls.", "plausibility": "already happening", "would_add": 4 }, { "dimension": "judgment_accountability", "change": "Delegated underwriting authority letters and binding-authority agreements name an individual underwriter who owns appetite, line size, and reinsurance treaty compliance; if carriers and Lloyd's managing agents tighten these so an AI-generated quote cannot bind without a named authority-holder's sign-off (as Lloyd's Market Bulletin guidance on AI use in underwriting decisions points toward), the role's ownership of consequential calls sharpens.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "liability_shield", "change": "No underwriting license exists, so any shield must come from AI-specific rules rather than professional licensure. The concrete watchable item: NAIC Model Bulletin on Use of AI by Insurers (adopted by 20+ states) plus Colorado SB21-169 quantitative testing rules and NY DFS Circular Letter No. 7 (2024) require insurers to document human governance of AI-driven adverse underwriting decisions. If a state files a rule requiring a named human reviewer to approve any AI-generated declination or rate-up, a partial procedural shield attaches to the role.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "trust_premium", "change": "Narrow and broker-mediated only: in E&S and specialty placements, brokers direct submissions to underwriters they can call and argue with. If broker-of-record practice keeps rewarding relationship-based markets over algorithmic MGA platforms, some premium persists — but this is a preference of intermediaries, not end buyers, and it does not extend to any admitted personal line.", "plausibility": "plausible", "would_add": 2 } ], "ceiling_note": "Even with every lever, this stays a shrinking occupation. The levers protect the specialty/E&S tier, not the 105k headcount; the absence of any licensure regime means no floor holds the routine tier, and AI-governance rules tend to demand documented human review rather than a personally liable signer." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 89910, "wage": 69760 }, { "y": 2018, "emp": 96040, "wage": 69380 }, { "y": 2019, "emp": 100050, "wage": 70020 }, { "y": 2020, "emp": 101790, "wage": 71790 }, { "y": 2021, "emp": 107690, "wage": 76390 }, { "y": 2022, "emp": 105900, "wage": 76230 }, { "y": 2023, "emp": 101310, "wage": 77860 }, { "y": 2024, "emp": 107820, "wage": 79880 }, { "y": 2025, "emp": 105420, "wage": 81370 } ], "from": 2017, "to": 2025, "change_pct": 17.3, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "loan-officers", "title": "Loan Officers", "verdict": "EXPOSED", "risk_resistance": 37, "median_wage": 76690, "overlap": 84, "skills_to_close": [] }, { "slug": "accountants-and-auditors", "title": "Accountants and Auditors", "verdict": "EXPOSED", "risk_resistance": 42, "median_wage": 83680, "overlap": 77, "skills_to_close": [ "Quality Control Analysis", "Programming" ] }, { "slug": "personal-financial-advisors", "title": "Personal Financial Advisors", "verdict": "EXPOSED", "risk_resistance": 52, "median_wage": 105070, "overlap": 77, "skills_to_close": [ "Management of Financial Resources", "Mathematics", "Quality Control Analysis", "Systems Analysis" ] } ], "license": "https://cookedindex.com/terms" }