{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/loan-interviewers-and-clerks/", "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": "Loan Interviewers and Clerks", "soc_code": "43-4131", "category": "Office", "us_employment": 164790, "median_annual_wage": 50020 }, "verdict": "COOKED", "risk_resistance": 16, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 3, "embodiment": 2, "liability_shield": 2, "trust_premium": 5, "judgment_accountability": 4 }, "reasoning": { "task_resistance": "Keying 1003 fields, ordering credit and flood certs, stacking W-2s and bank statements against a checklist, and sending the same three 'we still need your 2023 Schedule C' emails is work that Encompass/nCino plus OCR income-calculation tools now complete without a clerk touching the file, which is why this sits at 3 rather than mid-band.", "embodiment": "The only physical acts are handling a wet-signature packet, running a scanner, and pulling a fax — a 2 rather than 0 because branch clerks still take walk-in borrowers' original pay stubs and IDs across a counter.", "liability_shield": "No NMLS license is required for clerical intake as long as you don't quote terms or negotiate, so nothing you certify carries your name; the 2 reflects only that some employers require a lender-specific compliance certification and BSA/ID-verification training you can be written up for skipping.", "trust_premium": "Borrowers deal with you for the six weeks of one application and remember the loan officer's name, not yours — a 5 rather than 0 because in small credit unions and community banks the same clerk handles repeat members and their referrals.", "judgment_accountability": "You decide whether a paystub is stale, whether a VOE needs a re-call, and when to escalate a red flag, but the credit decision, exception approval, and any condition waiver go to the underwriter or loan officer under investor guidelines you cannot override — narrow calls inside a written checklist, hence 4." }, "rationale": "The core of this job — collecting application data, pulling credit reports, verifying income and employment documents, checking files for completeness, and chasing applicants for missing paperwork — is exactly what document-extraction AI and loan origination systems already do end to end. There is no license requirement, the underwriting decision belongs to someone else, and the borrower-facing contact is increasingly a portal notification rather than a phone call. The surviving fraction is exception handling: messy self-employed income, fraud red flags, and applicants who need a person to walk them through a confusing file.", "outlook": "Headcount keeps shrinking as origination platforms auto-verify income and assets; the jobs that remain are fewer, more senior, and sit closer to underwriting judgment or direct borrower contact.", "what_would_raise_it": { "levers": [ { "dimension": "task_resistance", "change": "Task-mix shift: if automated origination absorbs the full clean-file tier (W-2 income, verified via Plaid/The Work Number, e-close), what remains staffed is exception work — self-employed and gig income reconstruction from bank statements and Schedule Cs, synthetic-identity and document-tampering red flags, and borrowers whose files fail automated verification. This is a genuine two-tier job, but the residual tier is small and headcount shrinks with it: the score rises while the occupation contracts.", "plausibility": "already happening", "would_add": 4 }, { "dimension": "liability_shield", "change": "A named-human-reviewer requirement for adverse action on AI-scored applications. Watch: CFPB Circular 2023-03 already says lenders must give specific ECOA reasons even from black-box models; Colorado SB 24-205 (effective 2026, consequential decisions including lending) requires an opportunity to appeal to human review; a Reg B amendment or state analogue that names an identified employee who documents and signs the second-look denial would convert clerk work into a compliance-attested function.", "plausibility": "plausible", "would_add": 5 }, { "dimension": "liability_shield", "change": "CFPB Section 1071 small-business lending data rule (compliance dates now 2026-2027) creating an attested-accuracy role for demographic and application-data collection, where a specific employee certifies the submitted data set. Certification duties are what turn clerical capture into a liability-bearing seat.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "Formalizing the fraud-referral call: if BSA/AML expectations or GSE repurchase-risk practice push lenders to require a named human to escalate or clear misrepresentation flags before submission (rather than a model score routing the file), the exception handler owns a consequential, second-guessable call rather than moving paper.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "trust_premium", "change": "Narrow and channel-specific: credit unions, CDFIs, and reverse-mortgage/HECM origination, where HUD already mandates third-party counseling with a live counselor, and where members choose the institution partly for a person to walk the file. Any extension of a live-human-contact mandate to other high-risk products (e.g. state rules on manufactured-home or high-cost lending) would broaden it.", "plausibility": "plausible", "would_add": 3 } ], "ceiling_note": "Even with every lever, this stays low-scoring. The underwriting decision belongs to someone else by design, there is no license to attach personal liability to, and any human-review mandate can be satisfied by a handful of reviewers per thousand files — raising the score of a much smaller occupation. Trust premium above the credit-union/HECM niche has no realistic route; most borrowers prefer the portal." }, "adjudication": { "method": "two independent runs agreed on the verdict", "outcome": "corroborated", "run_totals": [ 16, 18 ], "run_verdicts": [ "COOKED", "COOKED" ] }, "employment_history": { "points": [ { "y": 2017, "emp": 227430, "wage": 39060 }, { "y": 2018, "emp": 222620, "wage": 39890 }, { "y": 2019, "emp": 208530, "wage": 40640 }, { "y": 2020, "emp": 204100, "wage": 41370 }, { "y": 2021, "emp": 238610, "wage": 45940 }, { "y": 2022, "emp": 242630, "wage": 46490 }, { "y": 2023, "emp": 203940, "wage": 47380 }, { "y": 2024, "emp": 173100, "wage": 48950 }, { "y": 2025, "emp": 164790, "wage": 50020 } ], "from": 2017, "to": 2025, "change_pct": -27.5, "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": [ "Management of Material Resources", "Management of Personnel Resources", "Judgment and Decision Making" ] }, { "slug": "accountants-and-auditors", "title": "Accountants and Auditors", "verdict": "EXPOSED", "risk_resistance": 42, "median_wage": 83680, "overlap": 80, "skills_to_close": [ "Management of Personnel Resources", "Management of Material Resources" ] }, { "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": 80, "skills_to_close": [] } ], "license": "https://cookedindex.com/terms" }