{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/eligibility-interviewers-government-programs/", "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": "Eligibility Interviewers, Government Programs", "soc_code": "43-4061", "category": "Office", "us_employment": 154800, "median_annual_wage": 54210 }, "verdict": "COOKED", "risk_resistance": 30, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 6, "embodiment": 4, "liability_shield": 5, "trust_premium": 8, "judgment_accountability": 7 }, "reasoning": { "task_resistance": "Verifying pay stubs against state wage-match files, computing SNAP net income deductions from a fixed formula, and mailing the resulting adverse-action notice are steps already coded into MAGI-based Medicaid determinations and ex parte renewals — a 6 rather than a 2 because the no-paperwork applicant, the shared-household question, and the hearing prep still need a person to build the record.", "embodiment": "The day is a workstation, a document scanner, and a phone or lobby window; the only physical variance is a home visit or outreach table that a minority of these workers ever do, which is why this sits at 4 and not 0.", "liability_shield": "No state licence gates the job — you are hired with a bachelor's or clerical experience and trained on the state eligibility manual — but 5 reflects that federal due-process rules make you the named decision-maker on the notice and hearings record, so removing the human entirely creates an appeals problem rather than a licensing one.", "trust_premium": "Applicants are routed by queue and case number, not by asking for you, but the 8 accounts for the recurring contact through recertification cycles and the fact that a distrustful applicant will disclose an unreported household member or informal income to a caseworker they have dealt with before and not to a portal.", "judgment_accountability": "Most calls are the manual's calls — countable income, categorical eligibility, verification hierarchy — with real discretion showing up in good-cause exemptions, self-declaration acceptance when documents are unavailable, and whether a discrepancy gets referred to program integrity; that band of judgment is genuine but narrow and supervisor-reviewable, which is a 7 rather than a 12." }, "rationale": "The core loop — collecting application data, cross-checking income and residency documents against wage and asset databases, applying deterministic program rules, and generating notices of approval or denial — is exactly the rules-plus-documents work that AI and self-service portals already handle at scale; many states have already moved SNAP and Medicaid renewals to automated ex parte processing. What resists is the messy human residue: applicants with no documents, unstable housing, language and literacy barriers, suspected fraud, and appeals where a caseworker's read of a situation matters and due-process rules require a human decision-maker on record. The modal worker is a county or state caseworker in a benefits office, and that job shrinks toward a smaller tier of complex-case and hearings specialists.", "outlook": "Expect continued headcount decline as self-service portals and automated renewals absorb routine determinations, with surviving roles concentrated in complex cases, fraud, and appeals — public-sector union contracts will slow the shrinkage but not reverse it.", "what_would_raise_it": { "levers": [ { "dimension": "judgment_accountability", "change": "Courts or CMS/FNS enforcement requiring that adverse actions (denials, terminations, ex parte renewal failures) rest on an identified human decision-maker who can be examined at a fair hearing — the pattern already litigated in Idaho's K.W. v. Armstrong Medicaid algorithm case and Arkansas's ARChoices ruling, plus Michigan's MiDAS unemployment fraud fallout. If a consent decree or state APA amendment bars automated adverse determinations without documented individual review, the residual role becomes the accountable signer on every denial.", "plausibility": "already happening", "would_add": 5 }, { "dimension": "liability_shield", "change": "State legislation modeled on proposed 'automated decision systems' bills (e.g. Colorado SB 24-205-style, California ADMT rules, Washington's introduced ADS bills) that specifically prohibits final eligibility denial or benefit reduction by automated means and names a state employee of record for each determination. Unlike a license, this is a statutory human-in-the-loop mandate, which shields the same way.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "task_resistance", "change": "Pure task-mix shift, no law needed: as ex parte renewals and portal intake absorb clean cases, the surviving headcount concentrates in fair-hearing preparation, fraud referrals, undocumented-income budgeting, homeless and mixed-status household cases, and disability/LTC asset assessments. The occupation is genuinely two-tiered, so the residual job scores higher even as the headcount falls sharply.", "plausibility": "already happening", "would_add": 4 }, { "dimension": "trust_premium", "change": "Narrow route only: union contracts (AFSCME, SEIU local government locals) that bargain minimum caseworker-to-caseload ratios or 'no automation of eligibility determination' clauses, as some state contracts have done for call-center displacement. This buys headcount, not buyer preference — applicants do not choose their caseworker and cannot pay for a human.", "plausibility": "plausible", "would_add": 2 } ], "ceiling_note": "Even with every lever, this tops out in the low 50s and — critically — the levers raise the score of the surviving job while doing nothing for headcount. The single largest force here is a public-payer employer under budget pressure that gains directly from automating its own staff away; there is no client willing to pay extra for a human, and states have shown they will pursue automated renewal even at the cost of erroneous terminations. Expect a much smaller, harder, more defensible occupation." }, "adjudication": { "method": "two independent runs agreed on the verdict", "outcome": "corroborated", "run_totals": [ 30, 27 ], "run_verdicts": [ "COOKED", "COOKED" ] }, "employment_history": { "points": [ { "y": 2017, "emp": 140590, "wage": 44400 }, { "y": 2018, "emp": 137830, "wage": 46020 }, { "y": 2019, "emp": 139780, "wage": 46590 }, { "y": 2020, "emp": 138820, "wage": 47110 }, { "y": 2021, "emp": 151340, "wage": 47420 }, { "y": 2022, "emp": 149760, "wage": 49230 }, { "y": 2023, "emp": 150190, "wage": 50270 }, { "y": 2024, "emp": 156260, "wage": 51500 }, { "y": 2025, "emp": 154800, "wage": 54210 } ], "from": 2017, "to": 2025, "change_pct": 10.1, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "private-detectives-and-investigators", "title": "Private Detectives and Investigators", "verdict": "EXPOSED", "risk_resistance": 56, "median_wage": 51220, "overlap": 70, "skills_to_close": [ "Operation and Control", "Management of Material Resources", "Operations Analysis", "Systems Analysis" ] }, { "slug": "compensation-and-benefits-managers", "title": "Compensation and Benefits Managers", "verdict": "EXPOSED", "risk_resistance": 41, "median_wage": 149230, "overlap": 57, "skills_to_close": [ "Management of Financial Resources", "Operations Analysis", "Management of Personnel Resources", "Systems Analysis" ] }, { "slug": "human-resources-managers", "title": "Human Resources Managers", "verdict": "EXPOSED", "risk_resistance": 44, "median_wage": 149280, "overlap": 53, "skills_to_close": [ "Management of Financial Resources", "Management of Personnel Resources", "Instructing", "Systems Evaluation" ] } ], "license": "https://cookedindex.com/terms" }