{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/financial-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": "Financial Managers",
    "soc_code": "11-3031",
    "category": "Management",
    "us_employment": 841710,
    "median_annual_wage": 166570
  },
  "verdict": "EXPOSED",
  "risk_resistance": 48,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 9,
    "embodiment": 3,
    "liability_shield": 8,
    "trust_premium": 12,
    "judgment_accountability": 16
  },
  "reasoning": {
    "task_resistance": "Building the consolidated month-end package, rolling the 13-week cash forecast, tying out intercompany eliminations and recalculating covenant ratios are all deterministic transformations of ledger data that current tools reproduce at speed, which pins this at 9 rather than higher — what pulls it up off the floor is the un-automatable half: sitting across from a lender renegotiating a leverage covenant, defending a reforecast to the audit committee, and deciding which department's budget request dies this quarter.",
    "embodiment": "The work happens in the ERP, the model, and the conference room; the only physical elements are inventory or cash counts you observe rather than perform and site visits to a plant or branch, which is why this sits at 3 and not 0 — nothing about the job requires your hands.",
    "liability_shield": "A CPA or CFA is common and often preferred but not statutorily required to hold the controller seat, and the personal exposure that does exist is real but narrow — SOX 302/906 sub-certifications, and for the treasury and bank-lending variants under this SOC, signing authority on filings and credit decisions — so 8 reflects genuine but conditional personal liability rather than the licence-or-you-don't-practise structure of a public auditor or actuary.",
    "trust_premium": "Lender relationship history, the audit partner who takes your explanation at face value, and a CEO who trusts your number matter enough to make replacement costly, but the deliverable is still the statement and the forecast, not you — a competent successor inherits the banking relationship in two quarters, which puts this at 12 rather than the high teens where the person is the product.",
    "judgment_accountability": "At 16 because capital allocation, revenue-recognition judgment calls, reserve and impairment estimates, and going-concern assessments are made on incomplete information with no procedure that dictates the answer, and the consequence — a restatement, a covenant breach, a misallocated capex cycle — lands on your signature and your board minutes, not on the analyst who built the model."
  },
  "rationale": "The analytical core of this job — variance analysis, cash-flow forecasts, budget consolidation, monthly reporting packets, covenant tracking — is exactly the structured text-and-spreadsheet work AI now does at usable quality, and the reporting layer under a financial manager is shrinking fast. What survives is accountability: someone must own the forecast when it's wrong, negotiate with lenders and auditors, approve capital allocation under genuine ambiguity, and answer to a board. The title bundles controllers, treasury managers, and bank branch/lending managers; the modal worker is a corporate controller-type whose staff headcount falls faster than their own seat does.",
  "outlook": "Headcount holds roughly flat or dips as reporting staff under each manager thin out, and the job increasingly becomes decision-owner and audit-defender rather than analysis-producer.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "liability_shield",
        "change": "SEC extending sub-certification of internal controls beyond the CEO/CFO — i.e. a rule or an auditor-driven practice requiring the named controller to personally attest that AI-generated figures in the 10-Q/10-K were reviewed by a human. Adjacent to this: PCAOB's technology-assisted analysis standard (effective 2025) pushing auditors to demand a named human owner of each automated close control, and SEC enforcement of 'AI-washing' in disclosures. A formal sub-certification requirement is the specific thing to watch.",
        "plausibility": "plausible",
        "would_add": 5
      },
      {
        "dimension": "liability_shield",
        "change": "Lender and insurer paper rather than statute: credit agreements and D&O/fidelity policies requiring covenant compliance certificates and borrowing-base certificates be signed by a named, individually identified officer, with carriers excluding losses from unreviewed automated reporting. Already visible in private-credit covenant certificate language and in cyber/crime policy exclusions for automated payment authorization.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "task_resistance",
        "change": "Genuine two-tier structure: if the close, consolidation, variance commentary and covenant tracking tier is automated, the residual seat is materially all lender/auditor negotiation, capital allocation under ambiguity, reforecasting in a shock, and defending numbers to a board — work with no verifiable ground truth at decision time. Score rises by attrition of the routine tier, not by new capability limits. Watch for controller job postings that no longer list close-cycle duties.",
        "plausibility": "already happening",
        "would_add": 4
      },
      {
        "dimension": "judgment_accountability",
        "change": "Little headroom — already 16. Would move only if boards formally delegate named AI-model-risk ownership to the finance chair, e.g. an SR 11-7-style model risk management expectation extended from banks to non-bank corporate finance functions, naming an accountable officer for finance models.",
        "plausibility": "unlikely",
        "would_add": 2
      }
    ],
    "ceiling_note": "Trust premium has no realistic route: buyers of a controller's output are internal (board, lenders, auditors) and pay for signature and accountability, not for human authorship — so any gain shows up in liability_shield, not here. Embodiment is structurally fixed near zero. Realistic ceiling is roughly the high 50s, and it is almost entirely a legal-signature story: absent a sub-certification or model-risk rule that names the controller, the score drifts down as the analytical tier automates and the headcount beneath the seat disappears."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 569380,
        "wage": 125080
      },
      {
        "y": 2018,
        "emp": 608120,
        "wage": 127990
      },
      {
        "y": 2019,
        "emp": 654790,
        "wage": 129890
      },
      {
        "y": 2020,
        "emp": 653080,
        "wage": 134180
      },
      {
        "y": 2021,
        "emp": 681070,
        "wage": 131710
      },
      {
        "y": 2022,
        "emp": 740780,
        "wage": 139790
      },
      {
        "y": 2023,
        "emp": 787340,
        "wage": 156100
      },
      {
        "y": 2024,
        "emp": 818620,
        "wage": 161700
      },
      {
        "y": 2025,
        "emp": 841710,
        "wage": 166570
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": 47.8,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}