{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/compensation-benefits-and-job-analysis-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": "Compensation, Benefits, and Job Analysis Specialists", "soc_code": "13-1141", "category": "Business", "us_employment": 112380, "median_annual_wage": 78210 }, "verdict": "COOKED", "risk_resistance": 26, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 6, "embodiment": 2, "liability_shield": 3, "trust_premium": 7, "judgment_accountability": 8 }, "reasoning": { "task_resistance": "Slotting a job into a grade from Radford or Mercer cuts, running regression on compa-ratios, drafting FLSA exempt/non-exempt justifications, and building the merit matrix in Excel are all pattern-matching against structured survey data — the 6 rather than a 2 reflects that job evaluation interviews with hiring managers and the annual works-council or union wage discussion still need a person in the room.", "embodiment": "Everything happens in Workday, Excel, and the survey vendor portal; the 2 rather than 0 accounts for occasional on-site work like walking a plant floor to validate a job description's physical demands or staffing a benefits open-enrollment fair.", "liability_shield": "CCP, CBP, and CEBS are voluntary WorldatWork/IFEBP credentials that no employer is legally required to hire for, and the filings with real exposure — 5500s, ACA 1095-Cs, nondiscrimination testing — are certified by the plan administrator, fiduciary, or ERISA counsel, leaving the specialist's name off the signature line.", "trust_premium": "You are known to the HR business partners and the CFO who has to approve the range adjustments, and an employee whose STD claim was denied will remember whether you called them back — but the 7 caps there because your survey submissions, market pricing memos, and benchmark reports are consumed as data, and a successor picks them up without the client relationship transferring.", "judgment_accountability": "Deciding whether two roles are substantially similar work under the Equal Pay Act, or where to set a range midpoint when the market data is thin, is genuine discretion with litigation downstream — but at 8 rather than 14 because the recommendation goes up to a compensation committee, General Counsel, or the CHRO who owns the decision and the disclosure." }, "rationale": "The core of this job — benchmarking salaries against survey data, building grade and range structures, writing and evaluating job descriptions, modeling merit budgets, and reconciling benefits enrollment files — is structured spreadsheet-and-text work that LLMs plus HRIS analytics modules already do at usable quality. What survives is narrower: defending pay decisions to executives, handling pay-equity exposure and union or works-council negotiations, and sitting with an employee whose leave or claim went wrong. No license protects the role; CCP and CEBS are resume signals, not legal gates, and the ERISA/ACA filings that do carry liability are signed by plan fiduciaries and counsel, not by the specialist.", "outlook": "Headcount thins as HRIS vendors ship survey matching, range modeling, and job-description generation as features; the roles that remain skew toward total-rewards design, pay-equity defense, and vendor negotiation at higher pay for fewer people.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "Pay-transparency and pay-equity statutes that require a named, attestable human to certify the pay-range or pay-equity analysis filed with the state — e.g. if Colorado's Equal Pay Act enforcement, California SB 1162 pay-data reports, or the EU Pay Transparency Directive's mandatory joint pay assessment (transposition due June 2026) evolve to require a signed certification by a designated compensation professional rather than an unnamed employer entity. Also: a named-fiduciary or 'benefits administrator of record' designation under ERISA extending personal liability beyond counsel and plan trustees.", "plausibility": "plausible", "would_add": 5 }, { "dimension": "judgment_accountability", "change": "Task-mix shift plus EU directive mechanics: if the routine benchmarking tier is fully automated, what remains is owning the defensible rationale for pay bands under adversarial scrutiny — works-council joint pay assessments, union bargaining, and discovery in pay-discrimination litigation where the specialist is the deposed witness on methodology. Deposition and expert-witness exposure in cases like the ongoing state pay-equity suits is the observable marker.", "plausibility": "already happening", "would_add": 4 }, { "dimension": "task_resistance", "change": "Two genuine tiers exist here: survey matching/range building vs. defending a contested job-evaluation outcome to a works council or arbitrator. If the lower tier is stripped out, the residual role is negotiation and rationale construction under conflicting stakeholder pressure, which scores higher per hour of remaining work — visible when headcount falls but job postings shift to 'total rewards partner' framing.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "trust_premium", "change": "Narrow route only: if plaintiff-side and defense counsel increasingly require a credentialed human (CCP, or a compensation expert retained under FRE 702) to author pay-equity analyses so that the work sits under attorney-client privilege and work-product protection — AI-generated analyses being discoverable and unprivileged is the mechanism. Watch for law-firm guidance instructing clients not to run pay-equity regressions in HRIS vendor tools.", "plausibility": "plausible", "would_add": 3 } ], "ceiling_note": "Even with all levers, this tops out around the mid-40s. The protected residue is small — a few thousand roles doing litigation-adjacent and works-council work — and there is no licensure body positioned to gate the occupation; WorldatWork and IFEBP issue credentials, not licenses, and show no movement toward statutory practice acts." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 80530, "wage": 62680 }, { "y": 2018, "emp": 83550, "wage": 63000 }, { "y": 2019, "emp": 89300, "wage": 64560 }, { "y": 2020, "emp": 87870, "wage": 67190 }, { "y": 2021, "emp": 87750, "wage": 64120 }, { "y": 2022, "emp": 93550, "wage": 67780 }, { "y": 2023, "emp": 99850, "wage": 74530 }, { "y": 2024, "emp": 102370, "wage": 77020 }, { "y": 2025, "emp": 112380, "wage": 78210 } ], "from": 2017, "to": 2025, "change_pct": 39.6, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "compensation-and-benefits-managers", "title": "Compensation and Benefits Managers", "verdict": "EXPOSED", "risk_resistance": 41, "median_wage": 149230, "overlap": 88, "skills_to_close": [ "Management of Financial Resources", "Judgment and Decision Making", "Management of Personnel Resources", "Time Management" ] }, { "slug": "accountants-and-auditors", "title": "Accountants and Auditors", "verdict": "EXPOSED", "risk_resistance": 42, "median_wage": 83680, "overlap": 79, "skills_to_close": [ "Quality Control Analysis" ] }, { "slug": "financial-managers", "title": "Financial Managers", "verdict": "EXPOSED", "risk_resistance": 48, "median_wage": 166570, "overlap": 78, "skills_to_close": [ "Management of Financial Resources", "Judgment and Decision Making", "Complex Problem Solving", "Management of Material Resources" ] } ], "license": "https://cookedindex.com/terms" }