{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/human-resources-specialists/",
  "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 Specialists",
    "soc_code": "13-1071",
    "category": "Business",
    "us_employment": 912430,
    "median_annual_wage": 75940
  },
  "verdict": "EXPOSED",
  "risk_resistance": 35,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 7,
    "embodiment": 5,
    "liability_shield": 4,
    "trust_premium": 10,
    "judgment_accountability": 9
  },
  "reasoning": {
    "task_resistance": "Resume screening against a requisition, posting to job boards, scheduling loops, I-9 and E-Verify entry, benefits open-enrollment mailings and HRIS data hygiene are already vendor-automated in Workday/Greenhouse tiers, which is why this sits at 7 rather than 12 — only the intake interview, the offer negotiation call, and the sit-down with an employee who just got written up require a person in the room.",
    "embodiment": "You are on a laptop nearly all day, but the job still puts you on-site for new-hire orientation, badge and equipment handoff, career fairs, plant or store walk-throughs during an investigation, and physically pulling a personnel file from a locked cabinet — that's a 5, not a 0, and nowhere near the uncontrolled-environment work that earns 13+.",
    "liability_shield": "SHRM-CP or PHR is a resume signal, not a licence — no statute requires a credentialed human to approve a hire, an FMLA designation, or a termination, and when a discrimination claim lands it is the employer entity and its counsel that are named, not you personally.",
    "trust_premium": "Hiring managers and employees do build a relationship with the specific HR person they'll disclose a harassment complaint or a medical accommodation to, and that continuity has real value — but candidates treat recruiters as interchangeable, employees are assigned to you by business unit rather than choosing you, and turnover in the function means most of these relationships are under two years old.",
    "judgment_accountability": "You make genuine calls — whether a request is a reasonable accommodation under the ADA, whether an investigation substantiates a complaint, what the offer band should be — but those calls run through a policy handbook, a compensation matrix, and sign-off from legal or the VP of HR before they bind anyone, which caps this at 9 rather than the 14+ of someone who owns the final decision alone."
  },
  "rationale": "The bulk of the job — writing job postings, screening resumes, scheduling interviews, maintaining HRIS records, answering benefits and policy questions, assembling onboarding packets — is text-and-database work that ATS automation and LLMs already do at usable quality. What holds is the live human work: candidate and hiring-manager negotiation, employee relations conversations where someone is upset or a complaint could become litigation, and judgment calls on accommodation, discipline, and termination that an employer wants a named person to own. Note the split: the recruiting-coordinator and benefits-administration tiers are far more exposed than the employee-relations and HR-business-partner tiers, and the modal worker today sits closer to the former.",
  "outlook": "Headcount in coordinator and benefits-admin roles shrinks meaningfully as HR tech absorbs the transactional work, while employee relations, investigations, and accommodation specialists hold steady or grow.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "liability_shield",
        "change": "California's FEHA automated-decision-system regulations (in force Oct 1 2025) and Colorado SB 24-205 already make employers liable for discriminatory algorithmic screening and require records/impact assessments. The score rises materially only if a rule names a *person*: e.g. a state amendment or EEOC conciliation-decree pattern requiring a designated HR professional to review and attest to each adverse automated employment decision, on the model of NYC Local Law 144's independent bias-audit signature. Also watch SHRM/HRCI pushing for a licensed-practitioner tier, which does not currently exist anywhere.",
        "plausibility": "plausible",
        "would_add": 5
      },
      {
        "dimension": "judgment_accountability",
        "change": "EU AI Act Art. 14 human-oversight duties for high-risk employment systems, plus ADA/FEHA interactive-process requirements that accommodation decisions be individualized, push the named-owner role onto a specific HR person. If US enforcement (EEOC or state AG consent decrees) starts requiring an identified human decision-maker of record for hiring rejections, discipline and accommodation denials — as bias-audit and impact-assessment regimes already require an identified auditor — the accountable share of the role grows.",
        "plausibility": "already happening",
        "would_add": 4
      },
      {
        "dimension": "task_resistance",
        "change": "Genuine two-tier occupation: if ATS/LLM tooling absorbs postings, scheduling, HRIS upkeep and tier-1 benefits Q&A, the residual job is workplace investigations, accommodation interactive process, termination risk assessment, union grievance handling and layoff selection review — work that is adversarial, evidence-based and discoverable in litigation. This raises the score for surviving roles without any new law, while cutting headcount; watch for job-title drift from 'HR Coordinator/Recruiter' to 'ER Specialist / HRBP / Investigations'.",
        "plausibility": "already happening",
        "would_add": 5
      },
      {
        "dimension": "trust_premium",
        "change": "Narrow route only: employees and unions bargaining that grievances, harassment complaints and accommodation requests be heard by a human, not a chatbot. Concrete precedent to watch — UAW, CWA and SAG-AFTRA contract language restricting algorithmic management, and state bills (e.g. proposed 'No Robo Bosses' style legislation in California, SB 7) barring automated systems from making final discipline or termination decisions. Employer-side buyers of HR services show little willingness to pay extra for a human.",
        "plausibility": "plausible",
        "would_add": 3
      }
    ],
    "ceiling_note": "No licensure exists for HR anywhere in the US, so liability_shield has a low ceiling — liability lands on the employer entity, not a named practitioner, and voluntary SHRM-CP/PHR credentials carry no legal force. Embodiment has no route. Realistic composite ceiling is mid-50s, and it applies to the employee-relations/HRBP tier; the modal recruiting-coordinator and benefits-admin worker gains almost nothing from these levers."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 553950,
        "wage": 60350
      },
      {
        "y": 2018,
        "emp": 593790,
        "wage": 60880
      },
      {
        "y": 2019,
        "emp": 633040,
        "wage": 61920
      },
      {
        "y": 2020,
        "emp": 647810,
        "wage": 63490
      },
      {
        "y": 2021,
        "emp": 740830,
        "wage": 62290
      },
      {
        "y": 2022,
        "emp": 835360,
        "wage": 64240
      },
      {
        "y": 2023,
        "emp": 895970,
        "wage": 67650
      },
      {
        "y": 2024,
        "emp": 917460,
        "wage": 72910
      },
      {
        "y": 2025,
        "emp": 912430,
        "wage": 75940
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": 64.7,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}