{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/stockers-and-order-fillers/", "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": "Stockers and Order Fillers", "soc_code": "53-7065", "category": "Transportation", "us_employment": 2833810, "median_annual_wage": 37330 }, "verdict": "EXPOSED", "risk_resistance": 35, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 12, "embodiment": 15, "liability_shield": 1, "trust_premium": 4, "judgment_accountability": 3 }, "reasoning": { "task_resistance": "Breaking down a mixed pallet, judging which dented cans go back, facing a shelf so labels read straight, and hunting a mis-slotted SKU in a cluttered backroom are still hard for machines — but the barcode scan, the pick path, the cycle count, and the tote handoff are already being run by AMRs and goods-to-person walls in high-volume DCs, which is why this sits at 12 and not 17.", "embodiment": "You are on your feet an eight-to-ten hour shift lifting 25-50 lb cases, climbing ladders, running a pallet jack or order picker through aisles shared with forklifts and shoppers, in trailers that hit 100°F and freezers that hit -10°F — the 15 rather than 19 reflects that the floor is at least a mapped, indoor, flat space that engineers can design robots around.", "liability_shield": "No licence, no certification, no registry — a powered industrial truck authorization under 29 CFR 1910.178 is employer-issued paperwork, not a credential you carry to the next job, and when a pick is wrong or a pallet falls the company eats it, so there is nothing here to slow a substitution decision.", "trust_premium": "The 4 comes from the store-side reality that a regular customer will ask you where the tahini is and a department manager will keep the stocker who knows the backroom layout by heart — but nobody chooses a retailer because of who stocked the shelf, and in a DC your picks reach the buyer anonymously in a box.", "judgment_accountability": "Pick lists, planograms, FIFO date rotation, and RF-gun prompts define nearly every decision; the discretion left is calling a damaged case, flagging a count variance, or deciding whether to overstock or backroom the excess, which is real but small and reversible — hence 3." }, "rationale": "The work is physical — unloading trucks, breaking down pallets, facing shelves, picking totes, scanning barcodes — so language models can't touch the core of it, but that's not where the threat comes from. The threat is warehouse automation capital: goods-to-person systems, autonomous mobile robots, and improving suction/pinch pickers already handle a growing share of order filling in high-volume distribution centers, and inventory counting is going to shelf-scanning robots and computer vision. Retail store stocking in cluttered aisles with mixed SKUs is far harder to automate economically and will persist much longer than DC picking, so this title splits sharply by setting.", "outlook": "Warehouse order-filling headcount per unit shipped keeps falling as automated storage and retrieval spreads, while retail floor stocking shrinks more slowly; expect the surviving jobs to concentrate in equipment operation, receiving, and exception handling.", "what_would_raise_it": { "levers": [ { "dimension": "task_resistance", "change": "Task-mix shift inside the same title: if goods-to-person and AMR systems absorb routine tote picking and cycle counting in high-volume DCs, the residual job becomes exception work — jammed inductions, damaged/mislabeled cases, deformable and odd-shaped SKUs robots reject, decanting into totes, and recall/quarantine pulls. This tier genuinely exists (Amazon's 'amnesty' pickers, robot-floor exception associates) and current picking hardware fails on it. Applies mainly to automated DCs; retail store stocking has less of a two-tier split.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "embodiment", "change": "If the surviving employment concentrates in retail store stocking, grocery backroom/produce, and mixed-SKU cluttered-aisle facing rather than DC picking, the measured embodiment of the title rises purely by composition — narrow aisles, customer traffic, tall ladder work, deformable and crushable goods, and cold/frozen rotation remain economically unautomated. Watch grocery chains' capex splitting between micro-fulfillment (automated) and in-store shelf labor (not).", "plausibility": "already happening", "would_add": 2 }, { "dimension": "embodiment", "change": "If ANSI/ITSDF B56.5 and OSHA enforcement of mixed human/AMR floors keeps requiring human presence for robot fault recovery, blocked-path clearing, and manual retrieval from automated storage, a floor of physical human tasks stays legally attached to the automation itself. Watch OSHA National Emphasis Program citations on warehouse robotics and any state rule requiring trained human recovery staffing ratios.", "plausibility": "plausible", "would_add": 1 }, { "dimension": "liability_shield", "change": "Certification-gated subsets of the work: DOT/PHMSA HM-232 hazmat handling certification, FDA FSMA 204 traceability recordkeeping for high-risk foods (compliance date already set), and state pharmacy-board rules on who may stock or restock Schedule II-V in retail pharmacies. If FSMA 204 lot-level traceability makes a named, trained receiver personally attest to inbound cold-chain and lot data, a documentary signature attaches to receiving work that currently has none. This shields specific stocker subsets, not the mass of the occupation.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "If retailers formalize the receiver/lead role as the accountable party for recall execution, damaged-load rejection at the dock, and shrink/theft escalation — a named person signing off that a pallet was refused or a lot destroyed — the call under ambiguity becomes owned rather than diffuse. Watch job-architecture changes creating 'inventory control specialist' or 'traceability lead' as a distinct accountable title carved out of stocker headcount.", "plausibility": "plausible", "would_add": 3 } ], "ceiling_note": "No plausible route to a meaningful trust premium: buyers of stocked shelves and filled totes do not know or pay for who touched the goods, and no consumer-facing signal exists to build one on. The realistic ceiling is roughly the mid-40s, and it comes almost entirely from surviving-subset composition (retail aisles, hazmat, cold chain) plus exception work — not from the 2.8M-worker title as a whole. Warehouse capital intensity keeps compressing headcount even where per-worker scores rise." }, "adjudication": null, "employment_history": { "points": [ { "y": 2019, "emp": 2135850, "wage": 27380 }, { "y": 2020, "emp": 2210960, "wage": 29190 }, { "y": 2021, "emp": 2451430, "wage": 30110 }, { "y": 2022, "emp": 2842060, "wage": 34220 }, { "y": 2023, "emp": 2872680, "wage": 36390 }, { "y": 2024, "emp": 2779530, "wage": 37090 }, { "y": 2025, "emp": 2833810, "wage": 37330 } ], "from": 2019, "to": 2025, "change_pct": 32.7, "comparable_from": 2019, "spans_soc_revision": false }, "pivots": [ { "slug": "orderlies", "title": "Orderlies", "verdict": "EXPOSED", "risk_resistance": 56, "median_wage": 38290, "overlap": 81, "skills_to_close": [ "Service Orientation", "Social Perceptiveness" ] }, { "slug": "postal-service-mail-carriers", "title": "Postal Service Mail Carriers", "verdict": "EXPOSED", "risk_resistance": 49, "median_wage": 60550, "overlap": 79, "skills_to_close": [] }, { "slug": "maids-and-housekeeping-cleaners", "title": "Maids and Housekeeping Cleaners", "verdict": "EXPOSED", "risk_resistance": 54, "median_wage": 35510, "overlap": 78, "skills_to_close": [] } ], "license": "https://cookedindex.com/terms" }