{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/general-and-operations-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": "General and Operations Managers",
    "soc_code": "11-1021",
    "category": "Management",
    "us_employment": 3503020,
    "median_annual_wage": 105770
  },
  "verdict": "EXPOSED",
  "risk_resistance": 52,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 11,
    "embodiment": 8,
    "liability_shield": 3,
    "trust_premium": 13,
    "judgment_accountability": 17
  },
  "reasoning": {
    "task_resistance": "Roughly half the week — shift rosters, weekly KPI packs, budget variance narratives, vendor quote comparisons, policy memos — is now first-drafted by software, but the other half (walking a termination through HR, calming an escalated customer at the counter, deciding which of two short-staffed departments loses coverage today) still needs a person physically present and accountable, which is why this sits at 11 rather than down with pure reporting roles.",
    "embodiment": "An 8 reflects that the job is mostly conducted from an office or laptop, yet the modal GM does daily floor walks, opens or closes the site, inspects deliveries and equipment failures, and covers a shift when someone no-shows — a physical presence expectation that is real but is not the skilled hands-on work of a technician.",
    "liability_shield": "No state licence, exam, or continuing-education requirement gates this title — anyone can be made an operations manager by an org chart change, and when something goes wrong the exposure typically lands on the corporate entity, the licensed professional who signed, or the officer above you, which is why this is a 3 and not the 11+ of a licensed practitioner.",
    "trust_premium": "A 13 recognizes that the crew, the key accounts, and the regional VP are largely working with you rather than your job title — retention of good staff, supplier flexibility, and difficult-customer recovery run on the personal credit you have built — but you are replaceable in a way a named partner or a personal physician is not, so this stops at the low end of relationship-is-the-product.",
    "judgment_accountability": "17 is right because you own the calls that have no procedure: which two roles to cut when headcount drops, whether to fire a top performer with a harassment complaint against them, whether to ship late or ship defective, and you sign your name to the quarter's numbers with no supervising professional to absorb the blame."
  },
  "rationale": "The modal general/operations manager runs a store, branch, plant department, or small business unit — scheduling staff, reviewing P&L and KPI reports, handling escalated customer and personnel problems, and being on the floor when things break. The reporting, forecasting, budget variance write-ups, scheduling optimization, and policy-memo drafting that eat a large share of the week are exactly what AI does cheaply now, which is why layers of middle management are being thinned. What survives is the part nobody can delegate to software: hiring and firing real people, absorbing blame for a bad quarter, and making judgment calls when the plan and reality diverge in front of a crowd.",
  "outlook": "Headcount thins as one manager plus AI reporting covers what two or three managers covered, with survivors holding wider spans, real P&L accountability, and more on-the-ground time.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "task_resistance",
        "change": "Task-mix shift is the main route: as reporting, forecast write-ups, shift optimization and policy drafting are absorbed by AI, the residual role is escalation handling, on-floor improvisation, and personnel decisions. This raises task_resistance only if headcount is cut rather than each manager's span widened with the routine tier retained; watch retail/logistics chains that formally redefine the store-manager job description around people and incident management.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "liability_shield",
        "change": "Named-manager statutory duties expanding: OSHA and state wage-and-hour enforcement already attach personal liability to the on-site manager, and NY/CA wage-theft statutes name individual managers. A concrete lever would be an algorithmic-management law (e.g. extensions of California SB 7 / NYC Local Law 144-style rules) requiring a named human manager to review and attest to AI-generated schedules, discipline, or termination decisions, with personal exposure for unreviewed outputs.",
        "plausibility": "plausible",
        "would_add": 5
      },
      {
        "dimension": "judgment_accountability",
        "change": "Already near ceiling. Only marginal room: if boards and insurers require a documented named human decision-owner for AI-driven operational decisions (mirroring EU AI Act Art. 14 human-oversight duties applied to workforce management), the manager becomes the formal accountable party rather than an informal one.",
        "plausibility": "plausible",
        "would_add": 2
      },
      {
        "dimension": "trust_premium",
        "change": "Narrow route only: union contracts (e.g. UNITE HERE, Teamsters riders) or franchise agreements specifying a human manager on premises during operating hours, and hospitality/healthcare accreditation requiring a named on-site administrator. This is a staffing mandate rather than genuine buyer willingness to pay more for a human manager.",
        "plausibility": "plausible",
        "would_add": 2
      }
    ],
    "ceiling_note": "Judgment accountability is already 17 and cannot carry the score much higher; the binding constraint is that operations management has no license, so liability_shield has no professional-board route — only duty-of-care statutes, which attach to whoever holds the post and do not protect the number of posts. Thinning of the layer can proceed even as every surviving manager's per-role scores rise."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 2212200,
        "wage": 100410
      },
      {
        "y": 2018,
        "emp": 2289770,
        "wage": 100930
      },
      {
        "y": 2019,
        "emp": 2400280,
        "wage": 100780
      },
      {
        "y": 2020,
        "emp": 2347420,
        "wage": 103650
      },
      {
        "y": 2021,
        "emp": 2984920,
        "wage": 97970
      },
      {
        "y": 2022,
        "emp": 3376680,
        "wage": 98100
      },
      {
        "y": 2023,
        "emp": 3507810,
        "wage": 101280
      },
      {
        "y": 2024,
        "emp": 3584420,
        "wage": 102950
      },
      {
        "y": 2025,
        "emp": 3503020,
        "wage": 105770
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": 58.4,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [
    {
      "slug": "construction-managers",
      "title": "Construction Managers",
      "verdict": "EXPOSED",
      "risk_resistance": 65,
      "median_wage": 114990,
      "overlap": 73,
      "skills_to_close": [
        "Mathematics",
        "Quality Control Analysis",
        "Equipment Maintenance",
        "Equipment Selection"
      ]
    }
  ],
  "license": "https://cookedindex.com/terms"
}