{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/graders-and-sorters-agricultural-products/", "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": "Graders and Sorters, Agricultural Products", "soc_code": "45-2041", "category": "Agriculture", "us_employment": 25180, "median_annual_wage": 35730 }, "verdict": "COOKED", "risk_resistance": 24, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 5, "embodiment": 12, "liability_shield": 1, "trust_premium": 2, "judgment_accountability": 4 }, "reasoning": { "task_resistance": "Judging a tomato by color break or an egg by candling shadow is exactly what a hyperspectral camera and weight cell do at 20 fruits per second, and the USDA grade standards you apply are written as numeric tolerances — defect counts, diameter ranges, brix — which is a threshold rule a sorting machine executes without fatigue, leaving only the 5 points for hand-handling of soft berries, stone fruit, and odd-shaped commodities that bruise in a chute.", "embodiment": "You stand at a wet, 38-degree line pulling culls at speed, reaching into bins and flipping fruit to check the blossom end, which is why this isn't a 2 — but the work happens inside a packinghouse with fixed lighting, a fixed belt height, and product presented to you, so it's nowhere near the 16-plus of a field crew or a livestock handler working uncontrolled ground.", "liability_shield": "There is no licence to grade produce; USDA-licensed graders under the Agricultural Marketing Act are a separate, much smaller federal classification, and the packinghouse sorter works under a plant's own quality program with the shipper, not the sorter, answering to the buyer for a mis-graded load.", "trust_premium": "The buyer in Chicago sees a grade stamp and a pack date on a carton, never your name, and the lot moves on identical terms whether you or the person on the next shift pulled the culls.", "judgment_accountability": "Your calls are bounded by a posted grade sheet and physical sizing rings — U.S. No. 1 versus No. 2 on a specified percentage of surface blemish — and a borderline lot gets kicked to the line lead or QC supervisor rather than decided by you, though setting the ripeness cutoff on the first pass of a new block earns the points above zero." }, "rationale": "The core task — visually inspecting produce, eggs, or meat on a line and pulling out defects by size, color, ripeness, or blemish — is the textbook case for optical sorting machines, and machine vision plus air-jet and robotic ejectors already do it faster and more consistently in large packinghouses. Physical presence on a wet, cold, fast-moving line is a real moat against pure software, but here the competing technology isn't a chatbot, it's a camera rig that's been commercially mature for two decades and keeps getting cheaper. What survives is hand-grading of delicate or irregular commodities, machine tending and calibration, and USDA-standard grade calls where a human still signs the certificate.", "outlook": "Employment keeps shrinking as optical sorting spreads down to mid-sized packers; the remaining jobs cluster around machine calibration, QA sampling, and specialty crops that bruise.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "USDA AMS official grading certificates (7 CFR Part 51/70) still require a licensed federal or federal-state licensed grader to sign; if AMS formally rules that camera-derived grade data cannot substitute for a licensed grader's certification on export lots or on shell-egg grading (where an AMS grader's presence is already tied to the USDA grade shield), the signing role becomes a legally protected niche", "plausibility": "plausible", "would_add": 5 }, { "dimension": "task_resistance", "change": "Two-tier shift: as optical sorters absorb size/color/blemish culling, the surviving day is calibration of sorter thresholds against USDA grade standards, lot sampling and certificate work, and hand-grading of soft or irregular commodities (table grapes, stone fruit, tobacco leaf) that machines still bruise. Watch for job postings retitled toward 'grading technician / QA sampler'", "plausibility": "already happening", "would_add": 4 }, { "dimension": "judgment_accountability", "change": "Food-safety recall exposure: if FSMA 204 traceability enforcement (compliance date now 2026-2028) makes lot-level accept/reject calls the documented decision point for a recall, the person making borderline lot dispositions owns a consequential call under ambiguity rather than just pulling culls", "plausibility": "plausible", "would_add": 3 }, { "dimension": "embodiment", "change": "Little upward route in large packinghouses, but growth in field-pack and small-lot organic/direct-market operations where capex on a $300k optical line never pencils out keeps hand grading on wet, irregular, variable-throughput lines", "plausibility": "plausible", "would_add": 2 } ], "ceiling_note": "Ceiling is low. The displacing technology is a mature camera rig, not a model, so capability arguments do not help; and buyers of graded produce pay for the USDA grade shield, not for a human eye, so there is no realistic trust-premium route. Even with every lever, this is a much smaller occupation doing a narrower certifying job." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 39810, "wage": 23340 }, { "y": 2018, "emp": 38210, "wage": 24430 }, { "y": 2019, "emp": 34340, "wage": 25670 }, { "y": 2020, "emp": 28640, "wage": 28220 }, { "y": 2021, "emp": 25560, "wage": 29630 }, { "y": 2022, "emp": 23280, "wage": 32550 }, { "y": 2023, "emp": 23430, "wage": 34360 }, { "y": 2024, "emp": 26870, "wage": 35430 }, { "y": 2025, "emp": 25180, "wage": 35730 } ], "from": 2017, "to": 2025, "change_pct": -36.7, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "cooks-restaurant", "title": "Cooks, Restaurant", "verdict": "EXPOSED", "risk_resistance": 57, "median_wage": 37390, "overlap": 85, "skills_to_close": [ "Management of Financial Resources", "Management of Material Resources", "Operations Monitoring", "Management of Personnel Resources" ] }, { "slug": "food-preparation-workers", "title": "Food Preparation Workers", "verdict": "EXPOSED", "risk_resistance": 41, "median_wage": 35320, "overlap": 84, "skills_to_close": [ "Service Orientation", "Time Management", "Management of Personnel Resources", "Social Perceptiveness" ] }, { "slug": "dishwashers", "title": "Dishwashers", "verdict": "EXPOSED", "risk_resistance": 38, "median_wage": 34810, "overlap": 81, "skills_to_close": [ "Operation and Control", "Equipment Maintenance", "Operations Monitoring", "Repairing" ] } ], "license": "https://cookedindex.com/terms" }