{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/payroll-and-timekeeping-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": "Payroll and Timekeeping Clerks", "soc_code": "43-3051", "category": "Office", "us_employment": 153140, "median_annual_wage": 58260 }, "verdict": "COOKED", "risk_resistance": 18, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 5, "embodiment": 1, "liability_shield": 2, "trust_premium": 5, "judgment_accountability": 5 }, "reasoning": { "task_resistance": "Timecard import, FLSA overtime math, garnishment sequencing, and quarterly 941 filing are all shipped features in ADP and Workday, so the 5 reflects the residual manual work — pinging a supervisor for an unapproved timesheet, hand-keying a retro adjustment, sorting a mid-cycle termination's final-check state rules — rather than any core duty that resists software.", "embodiment": "The only physical acts are handing someone a printed stub or stuffing check envelopes, and even those are disappearing into direct deposit and self-service portals, which is why this sits at 1 rather than 0-by-definition desk work.", "liability_shield": "CPP and FPC certifications get you interviewed but no statute requires them to run payroll; when a 941 is late or wages are underwithheld, the IRS assesses the employer and any trust-fund recovery penalty lands on officers with check-signing authority, not the clerk who keyed the entry.", "trust_premium": "The 5 credits the fact that employees come to a specific person by name when a check is short and that you know which supervisors chronically miss approvals — but nobody chooses an employer for its payroll clerk, and the relationship survives a switch to a service center or chatbot.", "judgment_accountability": "Multi-state taxation, union differentials, and shift-premium interpretation involve real calls, but they resolve against the CBA, the state wage schedule, and IRS Pub 15 rather than your read of an ambiguous situation, and a manager or controller approves the register before funding." }, "rationale": "The core of this job — importing timecards, computing hours and overtime, applying deduction and garnishment tables, running the payroll cycle, and generating W-2s and 941s — is already handled end-to-end by ADP, Workday, Gusto and similar platforms, with AI layered on for exception flagging and employee Q&A. What remains for a human is chasing missing approvals, reconciling odd cases (retro pay, multi-state tax, union differentials, terminations mid-cycle), and being the person an anxious employee talks to about a wrong check. Certification (CPP/FPC) is valued but no license is legally required and the employer, not the clerk, carries the liability.", "outlook": "Headcount keeps shrinking as small employers outsource to platforms and large ones consolidate into shared-service centers; the surviving jobs are titled payroll compliance analyst or payroll manager, not clerk.", "what_would_raise_it": { "levers": [ { "dimension": "task_resistance", "change": "Task-mix shift toward the exception tier: post-2020 remote work has multiplied multi-state/local tax nexus, reciprocity and residency determinations per employee; add union CBA differentials, retro pay, mid-cycle terminations, and prevailing-wage/certified payroll (Davis-Bacon) reporting on federally funded infrastructure work. If the routine cycle is fully automated, what remains is the ambiguous reconciliation tier — but this only supports a modest rise, and the headcount doing it is smaller.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "liability_shield", "change": "Expansion of individual personal liability for wage underpayment beyond owners/officers to payroll staff — California Labor Code 558.1 already reaches 'any other person acting on behalf of an employer' who violates wage provisions, and New York's Wage Theft Prevention Act plus state criminal wage-theft statutes (e.g., Minnesota's 2019 felony wage theft law, Colorado HB19-1267) create the template. If a state board or court reads these to cover the clerk who knowingly certifies payroll, or if certified-payroll filings under Davis-Bacon require a named human signatory attesting under penalty of perjury (WH-347 already carries a signed statement of compliance), this rises.", "plausibility": "plausible", "would_add": 5 }, { "dimension": "liability_shield", "change": "An IRS or state DOL rule requiring a named, credentialed human (CPP-equivalent) to attest to AI-generated 941/W-2 filings or AI-computed overtime classifications, analogous to the paid preparer signature requirement on tax returns. Nothing like this exists for payroll today; it would need a new statutory hook.", "plausibility": "unlikely", "would_add": 4 }, { "dimension": "judgment_accountability", "change": "Garnishment, child-support withholding and bankruptcy-order processing carry statutory penalties for the employer and require a human to resolve competing-order priority and CCPA disposable-earnings limits under ambiguity. If employers formally designate a named individual as the responsible party for garnishment compliance — as some state child-support agencies already push for — the role owns a consequential call rather than staffing a queue.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "Growth in DOL Wage and Hour Division audits and private FLSA collective actions, where the payroll clerk is the custodian and deponent on how hours, rounding and exempt classification were actually applied. Being the person who must reconstruct and defend the record under oath is a form of accountability that AI output cannot absorb.", "plausibility": "already happening", "would_add": 2 }, { "dimension": "trust_premium", "change": "Union collective bargaining agreements specifying a named human payroll contact for members disputing differentials, shift premiums or dues deductions — some public-sector and building-trades CBAs already contain grievance provisions requiring a person, not a portal. This is narrow and applies mainly to unionized employers.", "plausibility": "plausible", "would_add": 2 } ], "ceiling_note": "Even if every lever lands, this occupation does not escape the low-30s. The liability levers attach to a single senior attester per employer, not to the clerk population — the likely shape is a small number of accountable payroll managers plus vendor software, with the 153,140 figure falling regardless of what happens to the score. There is no realistic broad consumer trust premium: the buyer is an employer purchasing a cost center, and employers have consistently chosen the cheapest compliant option." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 152990, "wage": 43890 }, { "y": 2018, "emp": 144030, "wage": 45050 }, { "y": 2019, "emp": 142700, "wage": 46180 }, { "y": 2020, "emp": 133870, "wage": 47020 }, { "y": 2021, "emp": 149290, "wage": 47610 }, { "y": 2022, "emp": 159190, "wage": 49630 }, { "y": 2023, "emp": 157230, "wage": 52240 }, { "y": 2024, "emp": 156950, "wage": 55290 }, { "y": 2025, "emp": 153140, "wage": 58260 } ], "from": 2017, "to": 2025, "change_pct": 0.1, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "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": 71, "skills_to_close": [ "Negotiation", "Persuasion", "Speaking", "Critical Thinking" ] }, { "slug": "accountants-and-auditors", "title": "Accountants and Auditors", "verdict": "EXPOSED", "risk_resistance": 42, "median_wage": 83680, "overlap": 70, "skills_to_close": [ "Management of Financial Resources", "Persuasion", "Management of Material Resources", "Negotiation" ] }, { "slug": "loan-officers", "title": "Loan Officers", "verdict": "EXPOSED", "risk_resistance": 37, "median_wage": 76690, "overlap": 62, "skills_to_close": [ "Judgment and Decision Making", "Management of Material Resources", "Negotiation", "Persuasion" ] } ], "license": "https://cookedindex.com/terms" }