{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/human-resources-assistants-except-payroll-and-timekeeping/", "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": "Human Resources Assistants, Except Payroll and Timekeeping", "soc_code": "43-4161", "category": "Office", "us_employment": 90220, "median_annual_wage": 50610 }, "verdict": "COOKED", "risk_resistance": 21, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 4, "embodiment": 5, "liability_shield": 2, "trust_premium": 6, "judgment_accountability": 4 }, "reasoning": { "task_resistance": "I-9 verification, offer-letter generation, requisition posting, resume keyword screening, benefits-enrollment reminders and EEO-1 headcount extracts are all already shipped features in Workday, Greenhouse and BambooHR — the score sits at 4 rather than 0 only because someone still has to physically eyeball original passports and driver's licenses and chase managers who ignore the system.", "embodiment": "The physical work is real but thin and indoors: pulling paper personnel files from a locked cabinet, handing out badges and I-9 copies, setting up a laptop and a room for orientation, walking a new hire to their desk — nothing that requires leaving a climate-controlled office, which is why this lands at 5 and not 12.", "liability_shield": "No state licenses HR assistants; PHR/SHRM-CP is a resume ornament, not a practice requirement, and when an I-9 is filled out wrong or a termination file is incomplete the ICE fine and the EEOC charge land on the employer entity and the HR director, never on the assistant who typed it.", "trust_premium": "Employees do build a habit of walking to a specific person's desk to ask about their FSA or a leave form, and that familiarity is worth something during open enrollment — but the relationship is with the HR function, survives turnover in the seat, and nobody chooses an employer because of who staffs the HR front desk, so 6 is the floor of the relational band, not the middle.", "judgment_accountability": "Decisions here are bounded by the posted job requirements, the benefits plan document and the handbook — you flag a resume, you don't reject a candidate; you route a harassment complaint, you don't investigate it — with the 4 reflecting the genuine judgment call of recognizing which employee conversation needs to go to the HR manager immediately." }, "rationale": "The core of this job — maintaining personnel files, processing new-hire paperwork, screening applications against posted requirements, scheduling interviews, answering routine benefits and policy questions, and compiling turnover or headcount reports — is exactly the text-and-form work that applicant tracking systems, HRIS self-service portals, and LLM assistants already handle at usable quality. What holds is the physical, in-person slice: badging and I-9 document inspection, running orientation sessions, being the human an anxious new hire or upset employee actually walks up to. There is no license, no signature requirement, and little discretion over consequential calls, so nothing regulatory slows the substitution.", "outlook": "Expect this title to shrink materially over ten years as self-service HRIS and AI recruiting coordinators absorb the paperwork; the survivors will be re-titled toward HR generalist, leave administration, or employee relations coordinator roles built around in-person and compliance-facing work.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "AI-hiring-audit regimes that name a responsible human reviewer: NYC Local Law 144 already requires annual bias audits of automated employment decision tools plus candidate notice; Illinois HB 3773 (effective 2026) and Colorado's SB 24-205 impose duties on employers using AI in employment decisions. If enforcement or insurer requirements settle on a named in-house person who documents human review of each AI-screened rejection, the HR assistant role becomes the designated reviewer of record — not a licensed signer, but a documented one.", "plausibility": "already happening", "would_add": 4 }, { "dimension": "liability_shield", "change": "I-9 and E-Verify document inspection remains a statutory act by an authorized employer representative who attests under penalty of perjury; DHS's alternative remote-inspection procedure (2023) preserved the human attestation rather than removing it. If DHS tightens the remote option after fraud findings and pushes back toward in-person examination, the physical-attestation slice hardens.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "task_resistance", "change": "Task-mix shift: once ATS and HRIS self-service absorb file maintenance, scheduling and tier-1 benefits questions, what remains is accommodation intake under ADA (interactive-process documentation), leave-eligibility edge cases under FMLA, and first-touch handling of harassment or grievance reports — work employers are reluctant to route through a chatbot because the transcript is discoverable. This tier genuinely exists inside the current job.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "EEOC guidance or a settled disparate-impact case establishing that an employer cannot rely on an algorithmic screen without documented individualized human consideration of a candidate's non-standard record would push the assistant from filter-operator to exception-adjudicator, owning the call to advance a candidate the model rejected.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "embodiment", "change": "Union contracts and NLRB representation procedures that require an in-person company representative at Weingarten meetings, disciplinary interviews and orientation; rising union density in a sector would fix a body in the room, though this only covers a thin slice of the workday.", "plausibility": "plausible", "would_add": 2 } ], "ceiling_note": "Even with all of these, the occupation stays low. There is no license, no professional body with gatekeeping power over the title, and no buyer paying a premium for a human HR assistant specifically — trust premium has no realistic route up. The audit-reviewer and accommodation-intake roles are also the kind of duty that gets consolidated into fewer, more senior HR generalist positions rather than preserving assistant headcount." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 134570, "wage": 39480 }, { "y": 2018, "emp": 124600, "wage": 40390 }, { "y": 2019, "emp": 117340, "wage": 41430 }, { "y": 2020, "emp": 108470, "wage": 43250 }, { "y": 2021, "emp": 102770, "wage": 45630 }, { "y": 2022, "emp": 103680, "wage": 45930 }, { "y": 2023, "emp": 101440, "wage": 47710 }, { "y": 2024, "emp": 92580, "wage": 49440 }, { "y": 2025, "emp": 90220, "wage": 50610 } ], "from": 2017, "to": 2025, "change_pct": -33, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "human-resources-specialists", "title": "Human Resources Specialists", "verdict": "EXPOSED", "risk_resistance": 35, "median_wage": 75940, "overlap": 88, "skills_to_close": [ "Systems Analysis", "Instructing", "Critical Thinking", "Learning Strategies" ] }, { "slug": "labor-relations-specialists", "title": "Labor Relations Specialists", "verdict": "EXPOSED", "risk_resistance": 43, "median_wage": 95420, "overlap": 68, "skills_to_close": [ "Negotiation", "Persuasion", "Systems Analysis", "Systems Evaluation" ] }, { "slug": "compensation-and-benefits-managers", "title": "Compensation and Benefits Managers", "verdict": "EXPOSED", "risk_resistance": 41, "median_wage": 149230, "overlap": 68, "skills_to_close": [ "Management of Financial Resources", "Management of Personnel Resources", "Mathematics", "Operations Analysis" ] } ], "license": "https://cookedindex.com/terms" }