{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/purchasing-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": "Purchasing Managers",
    "soc_code": "11-3061",
    "category": "Management",
    "us_employment": 84320,
    "median_annual_wage": 148080
  },
  "verdict": "EXPOSED",
  "risk_resistance": 43,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 9,
    "embodiment": 5,
    "liability_shield": 3,
    "trust_premium": 11,
    "judgment_accountability": 15
  },
  "reasoning": {
    "task_resistance": "Spend cubes, three-bid comparisons, supplier scorecard refreshes, reorder-point tuning and PO exception queues are already handled inside Coupa/Ariba/SAP with LLM summarisation on top, but the live negotiation session, the qualification visit that decides whether a new supplier gets on the AVL, and the escalation call when a tier-2 supplier misses a shipment still need a person holding the relationship — hence mid-band rather than 5.",
    "embodiment": "Most of the week is contract redlines, ERP screens and calls, with the physical share limited to periodic supplier site audits, plant walk-throughs with quality/engineering, and trade shows or factory visits abroad — real travel, but scheduled, in controlled facilities, and delegable to a buyer or a quality engineer.",
    "liability_shield": "No licence gates the title; CPSM or CPM from ISM is a resume item HR likes and nothing more, and when a purchase goes wrong the exposure lands on the company's contract and its signing officer under the delegation-of-authority matrix, not on the manager personally — the 3 rather than 0 reflects that a signature authority limit does attach your name to commitments.",
    "trust_premium": "Supplier account managers, category incumbents and internal stakeholders in engineering and operations deal with you by name, and years of dealing determine whether you get allocation in a shortage or a price hold, but the contract, the spec and the payment terms survive your replacement and the successor inherits the vendor list — a relationship that carries weight without being the product.",
    "judgment_accountability": "Make-or-buy calls, single- versus dual-sourcing, whether to qualify a lower-cost supplier in a jurisdiction with tariff or forced-labour exposure, and how much inventory to commit ahead of a price move are decisions made on incomplete supplier data with millions and a production line riding on them, and you own the outcome at the operations review — short of 18 only because category strategy and large capital commitments go to a sourcing council or CFO sign-off."
  },
  "rationale": "The analytical spine of this job — spend analysis, RFQ packet assembly, supplier scorecards, price benchmarking, PO exception review — is exactly what procurement software plus LLMs now do at usable quality, and it is a large share of a purchasing manager's week. What holds is the accountable part: choosing a supplier when the cheap bid carries quality or geopolitical risk, negotiating terms face-to-face, owning a supply disruption, and managing a team of buyers. Expect the role to consolidate — fewer managers each covering more categories with automated analytics underneath.",
  "outlook": "By the mid-2030s procurement analytics and autonomous sourcing tools absorb most of the reporting and bid-processing work, leaving a smaller cohort of purchasing managers who negotiate, audit suppliers, and answer for supply failures.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "liability_shield",
        "change": "Supply-chain due-diligence statutes that require a named, personally accountable human to certify sourcing decisions — Germany's LkSG and the EU CSDDD already require documented human diligence over suppliers, and the US UFLPA forced-labor rebuttable presumption requires an importer's officer to attest to supply-chain tracing. If US customs or a state analogue names a procurement officer as the attesting individual (as FAR 52.204-24/25 telecom bans partly do for federal contracts), signature liability attaches to this role rather than to software output.",
        "plausibility": "plausible",
        "would_add": 5
      },
      {
        "dimension": "liability_shield",
        "change": "Defense and aerospace flow-downs: DFARS/CMMC and ITAR supplier-approval regimes requiring a designated human approver of record for restricted-source and counterfeit-parts decisions (AS6081/AS5553 counterfeit avoidance already require documented human disposition). Expansion of counterfeit-parts liability to a named purchasing authority raises this in regulated primes and their tiers.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "task_resistance",
        "change": "Task-mix shift as the routine tier drains: if spend analytics, RFQ assembly and scorecarding are fully absorbed by Coupa/SAP Ariba-class agents, the residual week is dual-sourcing under tariff volatility, supplier rescue during disruption, and adversarial negotiation — genuinely two-tier work where the remaining tier resists. Watch for headcount consolidation without proportionate output loss as the signal.",
        "plausibility": "already happening",
        "would_add": 4
      },
      {
        "dimension": "judgment_accountability",
        "change": "Tariff, export-control and sanctions volatility (Section 301 lists, entity-list additions) pushing supplier-country decisions from procedural to consequential, with board-level or audit-committee reporting on single-source and China-exposure decisions attributed to a named category owner.",
        "plausibility": "already happening",
        "would_add": 3
      }
    ],
    "ceiling_note": "Trust premium has no plausible route up: the buyer of purchasing work is an internal employer, not a customer choosing a human, and no one pays a premium for a human counterparty on the buy side. Embodiment stays low — supplier site audits are occasional and often delegated to quality engineers. Even with full liability and judgment gains, the analytical share of the week is genuinely automatable, so the realistic ceiling is roughly the mid-50s with far fewer such jobs."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 70430,
        "wage": 115760
      },
      {
        "y": 2018,
        "emp": 69490,
        "wage": 118940
      },
      {
        "y": 2019,
        "emp": 72100,
        "wage": 121110
      },
      {
        "y": 2020,
        "emp": 70960,
        "wage": 125940
      },
      {
        "y": 2021,
        "emp": 69310,
        "wage": 127150
      },
      {
        "y": 2022,
        "emp": 75070,
        "wage": 131350
      },
      {
        "y": 2023,
        "emp": 77530,
        "wage": 136380
      },
      {
        "y": 2024,
        "emp": 81240,
        "wage": 139510
      },
      {
        "y": 2025,
        "emp": 84320,
        "wage": 148080
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": 19.7,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [
    {
      "slug": "chief-executives",
      "title": "Chief Executives",
      "verdict": "SAFE",
      "risk_resistance": 69,
      "median_wage": 213990,
      "overlap": 78,
      "skills_to_close": [
        "Systems Evaluation",
        "Operation and Control",
        "Science",
        "Complex Problem Solving"
      ]
    }
  ],
  "license": "https://cookedindex.com/terms"
}