{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/procurement-clerks/",
  "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": "Procurement Clerks",
    "soc_code": "43-3061",
    "category": "Office",
    "us_employment": 55810,
    "median_annual_wage": 50580
  },
  "verdict": "COOKED",
  "risk_resistance": 17,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 4,
    "embodiment": 4,
    "liability_shield": 1,
    "trust_premium": 4,
    "judgment_accountability": 4
  },
  "reasoning": {
    "task_resistance": "Three-way match, requisition-to-PO conversion, and expediting overdue deliveries are exactly the workflows SAP Ariba, Coupa, and Oracle already ship as touchless processing, with OCR plus line-item extraction closing the last gap on non-catalog invoices — the 4 reflects that only chasing an unresponsive vendor by phone still needs a person.",
    "embodiment": "Walking to the dock to verify a short shipment or open a damaged carton is real physical work, but it is occasional and inside a controlled warehouse or office, and the 4 rather than 8 is because most receiving verification is now a scan against the ASN done by warehouse staff, not the clerk.",
    "liability_shield": "No state licence, no bonding requirement, and no signature authority — the clerk keys the PO, but the purchasing agent's or manager's delegated signing limit is what binds the organisation, so a mis-keyed price is a correctable error, not personal exposure.",
    "trust_premium": "Vendor reps do learn which clerk actually answers and can unstick a payment, which is worth 4 rather than 0, but the account relationship belongs to the buyer who holds the contract and the pricing, and a replacement clerk inherits the same vendor portal login and the same terms.",
    "judgment_accountability": "The discretion is bounded: choose between two approved catalog vendors, decide whether a $40 freight variance is worth a debit memo, flag a price mismatch for the buyer — anything above a set dollar threshold or off-contract routes to approval, which is what keeps this at 4 instead of the 10 a buyer would earn."
  },
  "rationale": "The job is compiling requisitions into purchase orders, checking prices against catalogs and contracts, matching invoices to POs and receipts, and chasing vendors on delivery dates — all structured document flow that ERP automation plus AI extraction already handles end to end. There is no license, no personal liability, and buyers do not pay a premium for a specific clerk's relationship; vendor negotiation and spend strategy sit with buyers and purchasing managers, not clerks. Some physical presence remains for receiving inspection and discrepancy resolution on the dock, which is the thin surviving edge.",
  "outlook": "Headcount keeps shrinking as ERP and AI absorb PO creation and invoice matching; the remaining roles consolidate into fewer exception-handling and supplier-management positions that look more like buyer jobs than clerk jobs.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "liability_shield",
        "change": "Federal contracting rules already require a warranted human Contracting Officer to sign; if FAR/DFARS or agency policy extended a named-human certification requirement down to purchase-order-level actions (e.g., a rule that AI-generated POs above micro-purchase threshold need a named government purchasing agent's certification of price reasonableness), clerks in federal/state/local buying offices gain a signature that cannot be automated. Watch DoD's Section 889/supply-chain provenance rules and state 'AI in procurement' bills (e.g., Texas, California) requiring a human of record for automated awards.",
        "plausibility": "plausible",
        "would_add": 4
      },
      {
        "dimension": "liability_shield",
        "change": "Supply-chain provenance regimes (UFLPA forced-labor certification, EU CSDDD/CBAM importer declarations, conflict-minerals attestations) attaching personal or named-officer attestation to individual purchase transactions, pushing a compliance-sign-off step into the clerk role.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "task_resistance",
        "change": "Two-tier split is real: the routine tier (PO creation, three-way match) is already automated, leaving exception handling — disputed receipts, split shipments, substitute-part approval, vendor insolvency. If headcount collapses to the exception desk, the surviving role's day is mostly non-automatable ambiguity, raising task_resistance for the remaining jobs even as the count falls.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "judgment_accountability",
        "change": "If the role absorbs supplier-risk triage — deciding when to reject an AI-recommended vendor on sanctions, cyber (CMMC), or counterfeit-part grounds — under an internal control policy naming the buyer-of-record, the call becomes consequential and owned rather than clerical.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "embodiment",
        "change": "Receiving-dock discrepancy work and counterfeit/quality inspection on incoming parts (aerospace, medical device) staying with the procurement function rather than moving to warehouse staff; AS9120 counterfeit-part inspection requirements make this a physical, judgment-laden step.",
        "plausibility": "plausible",
        "would_add": 2
      }
    ],
    "ceiling_note": "Even with every lever, this stays low. There is no license, no professional body, and no buyer who pays extra for a named clerk — trust_premium has no realistic route. The liability levers mostly transfer the signature to buyers and contracting officers (13-1023/13-1082), not to 43-3061; clerks would have to be retitled into those codes to hold it. Realistic ceiling is roughly 30-35, with far fewer people in the code."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 70510,
        "wage": 41910
      },
      {
        "y": 2018,
        "emp": 68100,
        "wage": 42670
      },
      {
        "y": 2019,
        "emp": 66030,
        "wage": 43310
      },
      {
        "y": 2020,
        "emp": 61000,
        "wage": 44740
      },
      {
        "y": 2021,
        "emp": 61930,
        "wage": 45150
      },
      {
        "y": 2022,
        "emp": 63340,
        "wage": 45240
      },
      {
        "y": 2023,
        "emp": 61580,
        "wage": 46670
      },
      {
        "y": 2024,
        "emp": 59900,
        "wage": 48510
      },
      {
        "y": 2025,
        "emp": 55810,
        "wage": 50580
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": -20.8,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}