{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/interviewers-except-eligibility-and-loan/", "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": "Interviewers, Except Eligibility and Loan", "soc_code": "43-4111", "category": "Office", "us_employment": 148060, "median_annual_wage": 45920 }, "verdict": "COOKED", "risk_resistance": 20, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 4, "embodiment": 6, "liability_shield": 1, "trust_premium": 6, "judgment_accountability": 3 }, "reasoning": { "task_resistance": "Reading a CATI script verbatim, coding responses into pre-set categories, dialing from a list, and keying demographics and insurance IDs into a registration form are exactly the tasks voice agents and patient self-check-in portals already do end-to-end — the 4 rather than 0 reflects the in-person admitting desk where you re-explain a form to someone in pain and catch a mismatched policy number before it becomes a denied claim.", "embodiment": "A 6 covers the hospital and clinic registration side — you scan the actual insurance card and photo ID, hand over a wristband, position a signature pad, and walk a patient toward radiology — but the phone-survey and market-research majority of this SOC never leaves a headset and a desk.", "liability_shield": "No state licence, no certification exam, no registry: an interviewer needs a high school diploma and employer training, and when a survey response is miscoded or an intake field is wrong, the consequence lands on the research firm's data quality or the hospital's billing office, not on your credential.", "trust_premium": "Respondents on a market research call do not know or ask your name and refuse or hang up on you as readily as on a robocall, but the 6 recognises the repeat panel respondents and the regular clinic patients who recognise the person at the admitting window.", "judgment_accountability": "Your discretion is bounded by the instrument — skip patterns are programmed, probes are scripted, refusal-conversion language is provided, and anything unusual (a patient without ID, a self-pay conversion, a hostile respondent) goes to a supervisor rather than being your call to make." }, "rationale": "The modal worker here runs a script — phone survey batteries, market research call lists, or hospital admitting intake — and types answers into a fixed form. Conversational AI voice agents and self-service registration kiosks/portals already handle scripted questioning, verification, and structured data capture at usable quality and far lower cost. The surviving sliver is in-person patient registration where an anxious or confused person needs a human at the desk, insurance edge cases need untangling, and someone must physically verify ID and collect signatures.", "outlook": "Phone and screen-based interviewing shrinks sharply as voice AI and self-service portals take the scripted work; the remaining jobs concentrate in hospital front desks and in-person research where presence and reassurance are the point.", "what_would_raise_it": { "levers": [ { "dimension": "task_resistance", "change": "FCC's February 2024 Declaratory Ruling already classifies AI-generated voices as 'artificial' under the TCPA, requiring prior express consent for outbound calls; if the FCC extends this to cold survey and market-research calls without a research exemption (and states like Florida and Oklahoma add their own AI-caller consent statutes), the outbound telephone-interviewing tier reverts to human dialers by legal necessity rather than capability.", "plausibility": "already happening", "would_add": 4 }, { "dimension": "task_resistance", "change": "Task-mix shift is genuine here: if kiosks/portals absorb clean scripted registration and clean survey batteries, the residual role is the exception tier — coverage discovery for unclear insurance, Medicare Secondary Payer questionnaires, No Surprises Act good-faith-estimate assembly, and patients who cannot self-serve. Watch hospital revenue-cycle job postings retitling 'registrar' to 'patient access specialist' with financial-counseling duties.", "plausibility": "already happening", "would_add": 4 }, { "dimension": "task_resistance", "change": "If federal statistical agencies (Census, BLS) formalize a human-administered requirement for flagship surveys — e.g., OMB Statistical Policy Directive guidance barring fully autonomous AI administration of CPS/NHIS instruments on data-quality and nonresponse-bias grounds — the government field-interviewer tier is fenced off from automation.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "liability_shield", "change": "Identity-proofing rules: if CMS or state Medicaid programs require an in-person human attestation of ID for patient registration (mirroring NIST 800-63 IAL2 supervised-remote/in-person proofing) as an anti-medical-identity-theft control, a named human employee must witness and sign. Some health systems already require this for new-patient registration after fraud audits.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "liability_shield", "change": "If HIPAA enforcement or state consent law treats AI-collected consent-to-treat and financial-responsibility signatures as defective without a human witness — the way notarization rules split on remote online notarization — registration signature capture stays with a human.", "plausibility": "plausible", "would_add": 2 }, { "dimension": "trust_premium", "change": "IRB and research-ethics practice: if IRBs routinely require a human interviewer for sensitive-topic protocols (suicidality, intimate partner violence, substance use) because AI cannot execute distress-escalation duties, sponsors pay specifically for a human on those instruments. AAPOR guidance on AI in survey administration is the body to watch.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "If patient-access roles formally own charity-care/financial-assistance screening decisions and presumptive-eligibility determinations under IRS 501(r) and state hospital-assistance laws, the registrar makes a consequential, auditable call under ambiguity rather than transcribing one.", "plausibility": "plausible", "would_add": 3 } ], "ceiling_note": "Even with every lever, this occupation is unlikely to clear the 40s. There is no license, no board, and no personal liability to attach to; the shields above protect a shrinking hospital-registration and government-field-interviewer core, not the market-research and CATI phone bank that is the bulk of headcount. The FCC lever protects the calling task from AI while doing nothing to stop those calls being replaced by web panels." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 189600, "wage": 33110 }, { "y": 2018, "emp": 192820, "wage": 34060 }, { "y": 2019, "emp": 188570, "wage": 34970 }, { "y": 2020, "emp": 173800, "wage": 36170 }, { "y": 2021, "emp": 169840, "wage": 37220 }, { "y": 2022, "emp": 168680, "wage": 38700 }, { "y": 2023, "emp": 160550, "wage": 40300 }, { "y": 2024, "emp": 157310, "wage": 43830 }, { "y": 2025, "emp": 148060, "wage": 45920 } ], "from": 2017, "to": 2025, "change_pct": -21.9, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "credit-counselors", "title": "Credit Counselors", "verdict": "EXPOSED", "risk_resistance": 39, "median_wage": 52230, "overlap": 74, "skills_to_close": [ "Judgment and Decision Making", "Systems Evaluation", "Mathematics", "Active Learning" ] }, { "slug": "human-resources-specialists", "title": "Human Resources Specialists", "verdict": "EXPOSED", "risk_resistance": 35, "median_wage": 75940, "overlap": 73, "skills_to_close": [ "Critical Thinking", "Judgment and Decision Making", "Quality Control Analysis", "Systems Analysis" ] }, { "slug": "tax-examiners-and-collectors-and-revenue-agents", "title": "Tax Examiners and Collectors, and Revenue Agents", "verdict": "EXPOSED", "risk_resistance": 34, "median_wage": 62370, "overlap": 72, "skills_to_close": [ "Mathematics", "Quality Control Analysis", "Critical Thinking", "Judgment and Decision Making" ] } ], "license": "https://cookedindex.com/terms" }