{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/shipping-receiving-and-inventory-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": "Shipping, Receiving, and Inventory Clerks",
    "soc_code": "43-5071",
    "category": "Office",
    "us_employment": 816870,
    "median_annual_wage": 45260
  },
  "verdict": "COOKED",
  "risk_resistance": 26,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 7,
    "embodiment": 11,
    "liability_shield": 1,
    "trust_premium": 3,
    "judgment_accountability": 4
  },
  "reasoning": {
    "task_resistance": "A 7 rather than a 4 because the paperwork chain — PO matching, BOL generation, ASN reconciliation, carrier tracing — is essentially solved by EDI and WMS scanning, but the daily reality of a shorted pallet, a mislabeled SKU, or a carton whose contents don't match the manifest still requires someone to physically open it and decide what the system should say; that residual exception work is what keeps it out of the 0-6 band.",
    "embodiment": "At 11 you spend real time on a dock — cycle counting bins, breaking down and shrink-wrapping pallets, running a pallet jack or RF gun, checking seals and trailer temps — but it's inside a known building with fixed rack locations and posted dock doors, not the uncontrolled outdoor or customer-site conditions that push a score past 13.",
    "liability_shield": "A 1 because nothing you sign carries personal exposure: the BOL binds the carrier and shipper, the customs entry is the licensed broker's, and hazmat or FDA-regulated freight moves under the employer's registration and a trained-employee certificate that transfers with the job, not a license you hold.",
    "trust_premium": "A 3 reflects that the same drivers and the same buyers come through week after week and knowing which ones will fight a damage claim has value, but the receiver's name never appears on the transaction and the account moves to whoever is on shift when the truck arrives.",
    "judgment_accountability": "A 4 because the calls you make — refuse or accept short, note damage as exception, put stock in quarantine, flag a count variance for research — are bounded by written receiving SOPs and dollar thresholds above which a supervisor or buyer decides, so the discretion is real but pre-scripted rather than open-ended."
  },
  "rationale": "The clerical half of this job — matching packing slips to POs, keying receipts into the WMS, generating bills of lading, tracing shipments, reconciling inventory counts — is already handled by barcode/RFID scanning, EDI, and warehouse software, and AI closes the remaining exception-handling gap. What holds is the physical half: actually opening cartons, inspecting goods for damage, counting what the system got wrong, staging pallets, and talking to drivers on the dock. No license, no signature requirement, and buyers pay for accurate throughput rather than a relationship with the clerk.",
  "outlook": "Headcount keeps shrinking as scanning, EDI, and warehouse automation absorb the paperwork; surviving roles are dock-side inspection, cycle counting, and exception resolution rather than record-keeping.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "liability_shield",
        "change": "Customs and controlled-goods paperwork is the one place a named human already signs. Expansion of DOT hazmat shipping-paper certification (49 CFR 172.204 requires a signed shipper's certification), FDA FSMA 204 traceability recordkeeping, or CTPAT/AES export filings requiring an identified, trained employee to attest to a specific receipt or manifest would attach personal accountability to a portion of these clerks. This raises the score only for the hazmat/food/export-facing subset, not the general dock clerk.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "task_resistance",
        "change": "Genuine two-tier structure: if scanning, EDI matching and BOL generation are fully automated, the residual role is discrepancy adjudication — deciding whether a short-count is theft, mis-pick, supplier shortage, or a system error, and whether to refuse a delivery. Where employers consolidate clerks into 'inventory control analyst' roles owning cycle-count variance investigation and root-cause writeups, the remaining day is mostly judgment tier.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "embodiment",
        "change": "Damage inspection, carton opening, seal verification, and mixed-SKU count verification in non-standard environments (cross-docks, retail backrooms, cold storage) remain hard for robots. Score rises only in the sense that automating clerical work concentrates the job in these physical tasks; no policy change drives this.",
        "plausibility": "already happening",
        "would_add": 2
      },
      {
        "dimension": "judgment_accountability",
        "change": "If a named receiving clerk is designated the person who accepts or rejects a delivery under contract terms — signing off on OS&D (over, short, damaged) claims that become the basis for a freight claim or chargeback against a carrier — the role owns a consequential, contestable call. Some 3PL and retail DC contracts already make the receiver's notation the controlling evidence in claim disputes.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "liability_shield",
        "change": "Pharmaceutical distribution under DSCSA already requires verified handling and suspect-product quarantine decisions by designated personnel; extension of similar named-responsible-person requirements to other regulated receiving (medical devices, precursor chemicals) would harden a niche.",
        "plausibility": "plausible",
        "would_add": 2
      }
    ],
    "ceiling_note": "Even with every lever, this stays low. There is no realistic route to a trust premium — nobody selects a vendor because of who keys the receipt — and the liability and judgment gains apply only to regulated or claims-facing subsets (hazmat, pharma, customs, freight-claim receiving), which is a minority of the 817k. Realistic ceiling is roughly the high 30s, and only for those subsets; general dock and stockroom clerical work has no floor to stand on."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2019,
        "emp": 704910,
        "wage": 34190
      },
      {
        "y": 2020,
        "emp": 727640,
        "wage": 35260
      },
      {
        "y": 2021,
        "emp": 795360,
        "wage": 36890
      },
      {
        "y": 2022,
        "emp": 848240,
        "wage": 37760
      },
      {
        "y": 2023,
        "emp": 844120,
        "wage": 39780
      },
      {
        "y": 2024,
        "emp": 857630,
        "wage": 43190
      },
      {
        "y": 2025,
        "emp": 816870,
        "wage": 45260
      }
    ],
    "from": 2019,
    "to": 2025,
    "change_pct": 15.9,
    "comparable_from": 2019,
    "spans_soc_revision": false
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}