{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/packers-and-packagers-hand/", "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": "Packers and Packagers, Hand", "soc_code": "53-7064", "category": "Transportation", "us_employment": 559820, "median_annual_wage": 36280 }, "verdict": "COOKED", "risk_resistance": 32, "contested": false, "near_boundary": true, "dimensions": { "task_resistance": 14, "embodiment": 12, "liability_shield": 1, "trust_premium": 2, "judgment_accountability": 3 }, "reasoning": { "task_resistance": "Grasping deformable produce, nesting odd-shaped SKUs into a carton, tucking void fill, and hand-wrapping fragile or promotional items are manipulation problems that vision-and-gripper systems still fail on outside of single-SKU high-volume lines — 14 rather than 18 because the repetitive case-packing, bagging, weighing, and palletizing portions of the shift already run unattended in large facilities.", "embodiment": "Every element of the job — standing at a line for a full shift, lifting cases to shoulder height, reaching into totes, walking pallets to staging — happens with the hands on the product, and the 12 rather than higher reflects that it happens indoors on a fixed line with climate control and no weather, traffic, or structural hazards.", "liability_shield": "No license, no certification, no exam: a packer can be hired and put on the line the same day, and if a mislabeled or short-weight carton reaches a customer it is the shipper's or manufacturer's regulatory exposure under FDA/FTC labeling rules, not the packer's — the 1 rather than 0 is only the employer-side food-handler or forklift card some sites require.", "trust_premium": "The carton arrives at a customer with no packer's name on it; the only relationship in the job is with a supervisor and a line partner, and either can be swapped mid-shift without anyone downstream noticing.", "judgment_accountability": "Decisions are bounded by a pack spec, a count, and a scale reading — pull the crushed can, flag the wrong label, call the lead over — with the 3 covering only the on-the-spot calls about whether an item is damaged enough to reject." }, "rationale": "Hand packing — bagging, boxing, weighing, labeling, palletizing, inspecting for obvious defects — is physical work that language AI cannot touch, so the threat here is warehouse robotics and capital investment, not chatbots. The work happens in structured, repeatable environments with predictable item flows, which is exactly where automated case packers, bagging machines, robotic palletizers, and vision-based inspection are already deployed at scale in high-volume facilities. There is no license, no client relationship, and almost no discretion to protect the role; what slows displacement is capital cost and item variability, not skill defensibility.", "outlook": "Employment shrinks steadily over the next decade as high-volume packing lines automate, with surviving jobs concentrated in irregular-item, custom-kitting, and machine-tending roles at lower headcount per facility.", "what_would_raise_it": { "levers": [ { "dimension": "embodiment", "change": "Task-mix concentration into deformable and variable-item packing that grippers still fail on: apparel and soft goods, fresh produce and bakery, floral, mixed-SKU e-commerce singles picking. Amazon's own robotics disclosures still carry human 'pick/pack of unstructured items' as the residual; if the automatable rigid-case tier is capitalized out first, the remaining headcount sits in the physically hardest niches and this dimension rises for the survivors even as headcount falls.", "plausibility": "already happening", "would_add": 4 }, { "dimension": "task_resistance", "change": "Genuine two-tier split emerges where the remaining role is exception handling: reworking jams, verifying vision-system rejects, kitting and assembly of promotional/variable multipacks, and machine tending on short-run co-packing lines. Watch for job postings retitled 'packaging operator/line attendant' with machine-clearing and QC-sign-off duties inside the same SOC.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "liability_shield", "change": "Named-human verification requirements in regulated packaging: state cannabis rules (e.g. CA DCC, CO MED) already require designated personnel to verify package weight, child-resistance and label content with logged initials; DSCSA serialization and repackager rules similarly push a named verifier at the unit level. If such per-package human attestation extends to more regulated categories, or if FSMA-style traceability rules name an individual verifier rather than a firm, this moves off the floor.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "judgment_accountability", "change": "Allergen-changeover and lot-integrity calls being formally assigned to the packing line worker rather than a QA supervisor — line-clearance sign-off between allergen runs, hold/release decisions on suspect lots. Already documented in some SQF/BRC audit schemes as a signed line-clearance step.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "trust_premium", "change": "Narrow and small: 'hand-packed' as a marketed attribute in specialty food, gift, cosmetics and DTC subscription boxes, plus prison-labor-free and fair-labor packaging certifications that buyers audit. This supports a few thousand jobs at premium co-packers, not the 559k base.", "plausibility": "plausible", "would_add": 2 } ], "ceiling_note": "Even with every lever, this occupation stays low. Nothing here creates a license, a client relationship, or a personal liability that attaches to the packer as an individual, and the displacement driver is robot capex per station, which falls annually regardless of institutional posture. Realistic ceiling around 45-50, and that number describes a much smaller surviving workforce in harder niches rather than the current 559,820 jobs being protected." }, "adjudication": { "method": "two independent runs agreed on the verdict", "outcome": "corroborated", "run_totals": [ 32, 26 ], "run_verdicts": [ "COOKED", "COOKED" ] }, "employment_history": { "points": [ { "y": 2017, "emp": 700560, "wage": 23430 }, { "y": 2018, "emp": 663970, "wage": 24580 }, { "y": 2019, "emp": 633640, "wage": 25910 }, { "y": 2020, "emp": 599270, "wage": 28050 }, { "y": 2021, "emp": 585270, "wage": 29940 }, { "y": 2022, "emp": 653870, "wage": 32920 }, { "y": 2023, "emp": 645210, "wage": 34830 }, { "y": 2024, "emp": 601440, "wage": 35580 }, { "y": 2025, "emp": 559820, "wage": 36280 } ], "from": 2017, "to": 2025, "change_pct": -20.1, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "welders-cutters-solderers-and-brazers", "title": "Welders, Cutters, Solderers, and Brazers", "verdict": "EXPOSED", "risk_resistance": 62, "median_wage": 53750, "overlap": 76, "skills_to_close": [ "Quality Control Analysis", "Troubleshooting", "Equipment Selection", "Judgment and Decision Making" ] }, { "slug": "cleaning-washing-and-metal-pickling-equipment-operators-and-tenders", "title": "Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders", "verdict": "EXPOSED", "risk_resistance": 42, "median_wage": 43530, "overlap": 74, "skills_to_close": [ "Operation and Control", "Operations Monitoring", "Equipment Maintenance", "Social Perceptiveness" ] }, { "slug": "furniture-finishers", "title": "Furniture Finishers", "verdict": "EXPOSED", "risk_resistance": 52, "median_wage": 44540, "overlap": 61, "skills_to_close": [ "Repairing", "Operations Analysis", "Complex Problem Solving", "Operations Monitoring" ] } ], "license": "https://cookedindex.com/terms" }