{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/compensation-and-benefits-managers/",
  "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": "Compensation and Benefits Managers",
    "soc_code": "11-3111",
    "category": "Management",
    "us_employment": 22940,
    "median_annual_wage": 149230
  },
  "verdict": "EXPOSED",
  "risk_resistance": 41,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 9,
    "embodiment": 3,
    "liability_shield": 5,
    "trust_premium": 9,
    "judgment_accountability": 15
  },
  "reasoning": {
    "task_resistance": "Salary-survey regression, grade-and-band construction, merit-matrix modeling and open-enrollment collateral are all reproducible from structured inputs, which pins the bulk of the workweek low — the 9 rather than a 5 reflects carrier renewal negotiation, union or works-council pay discussions, and live executive-comp committee work that has no dataset to draw from.",
    "embodiment": "The job runs on HRIS, survey portals, and spreadsheets; the 3 rather than 0 covers benefits fairs, on-site open-enrollment sessions, and walking plant or field locations to see the jobs being evaluated.",
    "liability_shield": "CCP, CEBS, or SHRM-SCP is common on the resume and never legally required — FLSA exempt/non-exempt determinations and ERISA 5500 filings expose the employer and the plan fiduciary, not you personally, so there is no license a model has to route around; the 5 rests on credential expectation and named-fiduciary designation in some plan documents.",
    "trust_premium": "Employees deal with the benefits portal and the broker's call center, not with you, but the CFO, CHRO, and comp committee rely on your read of the market and your history with the carriers — a relationship that matters at renewal and merit-cycle time without being the deliverable itself.",
    "judgment_accountability": "You decide where to sit against market, which incumbents get exception approvals, whether a role clears the duties test for exemption, and whether to self-insure — calls with pay-equity litigation, DOL audit, and ACA penalty consequences that no procedure manual resolves; 15 rather than 18 because the board and general counsel co-own the largest of them."
  },
  "rationale": "The analytical core of this job — benchmarking against salary surveys, building job-evaluation grids, modeling merit-increase budgets, drafting benefits summaries and open-enrollment comms — is exactly the spreadsheet-and-text work current AI does at usable quality. What survives is the accountable part: owning a pay philosophy that executives and the board will defend, negotiating carrier and broker contracts, and signing off on FLSA classification and ERISA/ACA compliance calls where a wrong answer becomes litigation. No license protects the role; the modal worker manages a small team inside HR and will spend less time producing analysis and more time defending decisions.",
  "outlook": "Headcount thins as analyst-level benchmarking and comms work collapses into AI, leaving fewer, more senior total-rewards leaders accountable for plan design, vendor economics, and compliance exposure.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "liability_shield",
        "change": "Named-fiduciary and plan-administrator liability under ERISA is already personal, but it is usually assigned to a committee or officer rather than the comp/benefits manager. If plan documents and fiduciary-liability insurers (Chubb, Hartford EPLI/fiduciary lines) start requiring a named human plan fiduciary to attest in writing that benefits eligibility determinations, ACA affordability calculations, and 5500 filings were reviewed by a person — the way SOX 302/404 forced named CFO certification — the sign-off moves onto this role by name.",
        "plausibility": "plausible",
        "would_add": 4
      },
      {
        "dimension": "liability_shield",
        "change": "State pay-transparency and pay-equity statutes adding a certification requirement: Colorado's Equal Pay Act, California SB 1162 pay-data reporting, and New York's posting law currently require filings but no named human attestation. If a state (California is the live candidate, via DFEH/CRD rulemaking) requires an identified compensation officer to certify the pay-band methodology and the pay-data submission under penalty of perjury, the role gains an actual signature.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "liability_shield",
        "change": "Algorithmic-decision audit rules extended from hiring to pay: NYC Local Law 144 already mandates an independent bias audit of automated employment decision tools, and Illinois HB 3773 plus Colorado SB 24-205 cover AI in employment decisions. If pay-setting and merit-allocation tools are brought explicitly in scope, someone must be the accountable human reviewer of the AI's compensation output — a role that lands on comp management.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "task_resistance",
        "change": "Genuine two-tier structure: if survey benchmarking, grid maintenance, merit modeling, and open-enrollment comms drafting are fully absorbed by AI plus vendor platforms (Mercer/WTW/Payscale already ship modeling), the residual day is carrier and PBM contract negotiation, FLSA exemption edge calls, executive/board pay philosophy defense, and union or works-council bargaining — work that survives because it is adversarial and unverifiable, not because it is hard text.",
        "plausibility": "already happening",
        "would_add": 4
      },
      {
        "dimension": "judgment_accountability",
        "change": "Already near ceiling at 15. It rises further only if the role is formally seated on the fiduciary benefits committee or made the executive-comp liaison to the board comp committee, where Say-on-Pay votes and proxy-advisor (ISS/Glass Lewis) challenges make the call publicly contestable.",
        "plausibility": "plausible",
        "would_add": 2
      }
    ],
    "ceiling_note": "Embodiment has no route. Trust premium has essentially none: buyers here are internal executives who do not choose a human for its own sake, and the external human premium sits with brokers and consultants, not the in-house manager. Even with every lever, the realistic ceiling is mid-50s — the analytical body of the job is gone regardless, and the surviving work supports far fewer than 22,940 seats."
  },
  "adjudication": {
    "method": "two independent runs agreed on the verdict",
    "outcome": "corroborated",
    "run_totals": [
      41,
      40
    ],
    "run_verdicts": [
      "EXPOSED",
      "EXPOSED"
    ]
  },
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 15520,
        "wage": 119120
      },
      {
        "y": 2018,
        "emp": 15660,
        "wage": 121010
      },
      {
        "y": 2019,
        "emp": 16900,
        "wage": 122270
      },
      {
        "y": 2020,
        "emp": 16340,
        "wage": 125130
      },
      {
        "y": 2021,
        "emp": 15330,
        "wage": 127530
      },
      {
        "y": 2022,
        "emp": 16850,
        "wage": 131280
      },
      {
        "y": 2023,
        "emp": 18690,
        "wage": 136380
      },
      {
        "y": 2024,
        "emp": 20070,
        "wage": 140360
      },
      {
        "y": 2025,
        "emp": 22940,
        "wage": 149230
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": 47.8,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}