{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/order-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": "Order Clerks",
    "soc_code": "43-4151",
    "category": "Office",
    "us_employment": 75200,
    "median_annual_wage": 46170
  },
  "verdict": "COOKED",
  "risk_resistance": 13,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 3,
    "embodiment": 2,
    "liability_shield": 0,
    "trust_premium": 5,
    "judgment_accountability": 3
  },
  "reasoning": {
    "task_resistance": "Keying a PO into SAP or NetSuite, checking availability against on-hand inventory, applying a contract price list, and emailing an order acknowledgment are all deterministic lookups against structured records — that's a 3 rather than a 0 only because emailed PDFs, handwritten faxes and voicemail orders still occasionally need a human to read intent before the extraction step gets it right.",
    "embodiment": "The job is a headset, a keyboard and two monitors; the 2 rather than 0 covers order clerks who walk to the warehouse floor to eyeball a pallet or pull a physical file when the system count and the actual count disagree.",
    "liability_shield": "There is no licence, no certification body, and no statute naming order clerks — a mispriced or misrouted order is absorbed by the employer's credit memo process, not by anything you personally signed.",
    "trust_premium": "Repeat B2B buyers do learn your name and will call you directly to expedite, which is worth 5 — but the account belongs to the sales rep, purchase decisions are made on price and lead time, and the customer will place the same order through a web portal the moment it's faster.",
    "judgment_accountability": "Discretion is bounded by published price lists, credit-hold flags and allocation rules set upstream; the 3 reflects real calls like which of two backordered customers gets the last case, but those decisions escalate to a supervisor or sales manager as soon as any dollar figure gets interesting."
  },
  "rationale": "The core loop — receiving orders by phone, email, or fax, keying them into an ERP or order-management system, checking stock and pricing, confirming ship dates, and tracking shipment status — is exactly what EDI, e-commerce portals, and now LLM-based document extraction already do end to end. Employment has been falling for two decades because customers increasingly place their own orders; AI removes the remaining human-in-the-middle for unstructured inputs like emailed PDFs and voicemail. What survives is the exception tier: expediting a stuck order, untangling a pricing or allocation dispute, and holding an account relationship together when the system fails.",
  "outlook": "Expect continued double-digit percentage decline over ten years, with remaining headcount concentrated in exception handling, custom orders, and inside sales rather than order entry.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "task_resistance",
        "change": "Task-mix shift: once EDI/LLM extraction absorbs clean order entry, the residual role is exception handling — allocation calls during shortage, expedite negotiation with carriers and plants, credit-hold releases, RMA and short-ship disputes. This is a genuine two-tier job and the surviving tier is judgment-heavy; watch for job postings retitled 'customer operations specialist' or 'order exception analyst' with fewer keystrokes and more escalation authority.",
        "plausibility": "already happening",
        "would_add": 4
      },
      {
        "dimension": "task_resistance",
        "change": "Export-control and sanctions screening pushed onto the order desk: BIS/OFAC end-user and 'know your customer' red-flag duties on semiconductor, aerospace and dual-use goods require a human to resolve ambiguous end-use before release. If more distributors put a named person on the denial-screening exception queue rather than an automated match, the non-automatable share rises.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "judgment_accountability",
        "change": "Scarcity allocation: in shortage or force-majeure periods, deciding which customer gets constrained inventory is a commercially and legally loaded call (contract priority, Robinson-Patman-style discrimination exposure). Where a firm formally delegates allocation-override authority to the order desk rather than sales management, the role owns consequential ambiguous calls.",
        "plausibility": "plausible",
        "would_add": 4
      },
      {
        "dimension": "trust_premium",
        "change": "Named-rep clauses in B2B supply contracts and government/defense subcontracts — a designated human account contact reachable by phone with authority to commit ship dates. Already present in some MRO distribution and aerospace supplier agreements; if buyers write it into SLAs, a slice of demand is specifically for a human.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "liability_shield",
        "change": "No realistic route beyond narrow niches: order clerks in pharmaceutical wholesale (DSCSA suspicious-order monitoring under the DEA/CSA) and controlled-substance distribution can sit inside a compliance function where a named person documents order refusals. This applies to a small minority of the SOC and does not carry personal licensure for the rest.",
        "plausibility": "unlikely",
        "would_add": 2
      }
    ],
    "ceiling_note": "Even with every lever, this stays a low-scoring occupation and headcount keeps falling — the levers change what the remaining jobs are, not how many there are. Order entry has no licensure body, no signature requirement, and buyers overwhelmingly prefer self-service portals to phoning a person."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 169120,
        "wage": 33510
      },
      {
        "y": 2018,
        "emp": 159210,
        "wage": 33460
      },
      {
        "y": 2019,
        "emp": 137180,
        "wage": 34240
      },
      {
        "y": 2020,
        "emp": 119640,
        "wage": 35590
      },
      {
        "y": 2021,
        "emp": 133850,
        "wage": 37920
      },
      {
        "y": 2022,
        "emp": 113500,
        "wage": 38060
      },
      {
        "y": 2023,
        "emp": 91830,
        "wage": 41600
      },
      {
        "y": 2024,
        "emp": 83420,
        "wage": 44660
      },
      {
        "y": 2025,
        "emp": 75200,
        "wage": 46170
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": -55.5,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}