{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/refuse-and-recyclable-material-collectors/", "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": "Refuse and Recyclable Material Collectors", "soc_code": "53-7081", "category": "Transportation", "us_employment": 147240, "median_annual_wage": 49690 }, "verdict": "EXPOSED", "risk_resistance": 55, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 16, "embodiment": 19, "liability_shield": 9, "trust_premium": 5, "judgment_accountability": 6 }, "reasoning": { "task_resistance": "Hooking a cart the arm missed, dragging a 90-gallon container off an icy verge, breaking down a mattress that won't fit the hopper, and back-blading a dead-end alley are physical improvisations no language model performs — automation here comes from hydraulics and route software, not from text prediction, which is why this sits at 16 rather than mid-band.", "embodiment": "Eight to ten hours in an unheated cab and on the step, 600-1,000 stops a shift, lifting bulky items in rain, sleet and August heat with traffic passing at 35 mph, plus climbing into the hopper area to clear jams — the only reason it isn't 20 is that ASL routes let some drivers stay seated for most residential collection.", "liability_shield": "A Class B CDL with air-brake endorsement, DOT medical card, and hazmat awareness training are hard legal prerequisites — no one puts you on that truck without them — but they license you to operate a vehicle, not to exercise protected professional judgment, so the shield stops well short of the 11+ band where a licensee personally answers for outcomes.", "trust_premium": "Residents notice you when service is missed, and a few know your name and leave water out in summer, but the customer relationship is with the hauler or the municipal contract; routes get reassigned quarterly and no household follows a particular collector, keeping this at the top of the anonymous-output band rather than into relationship territory.", "judgment_accountability": "Decisions are calls like whether a container is overweight, whether a load is contaminated enough to tag and leave, and whether to back up in a cul-de-sac — real but bounded by company SOP, the acceptable-materials list, and DOT rules, with a dispatcher or supervisor deciding anything genuinely ambiguous." }, "rationale": "Almost nothing in this job is text or screen work — you drive a route, wrestle carts and bulk items, clear jams, and handle whatever residents actually put at the curb, which is why language AI barely touches it. The real threat is mechanical, not cognitive: automated side-loader arms and one-person cab operation have already eliminated the second and third crew members on many residential routes, and route-optimization software squeezes headcount further. CDL requirements and DOT/hazmat rules keep a licensed human in the seat for now, but that is a driving credential, not a judgment moat.", "outlook": "Employment slowly shrinks as automated side-loaders convert more residential routes to one-person crews, but the commercial, roll-off, and hazardous-material tiers of the work stay firmly human through the 2030s.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "FMCSA has no exemption pathway for driverless Class B refuse trucks on residential streets, and state AV statutes (e.g., California's AV rules excluding vehicles over 10,001 lbs from driverless deployment) continue to bar heavy commercial autonomy. If municipal solid-waste contracts add explicit clauses requiring a CDL holder with hazmat endorsement present and personally responsible for load-contamination and household-hazardous-waste rejection decisions — as some Teamsters Local sanitation contracts already specify crew minimums — the sign-and-liable element strengthens beyond a bare driving credential.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "liability_shield", "change": "EPA/state rules on lithium-ion battery fires in collection vehicles and MRFs (a documented and growing fire cause; NWRA has pushed for federal labeling and handling rules) becoming a mandated inspect-and-reject duty assigned to the named operator, with citation exposure for the hauler when a battery is knowingly loaded.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "If contamination-based rejection authority is formally delegated to the driver — cart tagging, refusal, and photo-documented non-collection with fee consequences to the resident, as Seattle and several Oregon jurisdictions already operate — the role owns a consequential, contestable call under ambiguity rather than executing a fixed route.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "task_resistance", "change": "Task-mix shift: as automated side-loaders take the standardized-cart residential tier, the remaining work concentrates in the genuinely unautomatable tier — bulk items, alley and hill routes, blocked carts, commercial front-load in tight lots, contamination triage. This raises per-worker resistance while cutting headcount; the score rises as the job count falls.", "plausibility": "already happening", "would_add": 2 } ], "ceiling_note": "The binding constraint is headcount, not capability. Every lever here raises the score of the surviving job while the automated side-loader keeps eliminating positions — a route that goes from three crew to one can score higher per worker and still shed two thirds of the work. Trust premium has no plausible route: residents and municipal procurement buy on tonnage price and route compliance, and no buyer segment pays for a human collector as such." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 115130, "wage": 36160 }, { "y": 2018, "emp": 118520, "wage": 37260 }, { "y": 2019, "emp": 121330, "wage": 37840 }, { "y": 2020, "emp": 120850, "wage": 39100 }, { "y": 2021, "emp": 126050, "wage": 38500 }, { "y": 2022, "emp": 132240, "wage": 43540 }, { "y": 2023, "emp": 135430, "wage": 45760 }, { "y": 2024, "emp": 139180, "wage": 48350 }, { "y": 2025, "emp": 147240, "wage": 49690 } ], "from": 2017, "to": 2025, "change_pct": 27.9, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "refractory-materials-repairers-except-brickmasons", "title": "Refractory Materials Repairers, Except Brickmasons", "verdict": "EXPOSED", "risk_resistance": 65, "median_wage": 61290, "overlap": 78, "skills_to_close": [ "Mathematics", "Operations Analysis", "Equipment Selection", "Learning Strategies" ] }, { "slug": "tree-trimmers-and-pruners", "title": "Tree Trimmers and Pruners", "verdict": "SAFE", "risk_resistance": 70, "median_wage": 50960, "overlap": 71, "skills_to_close": [ "Equipment Selection", "Instructing", "Management of Financial Resources", "Management of Material Resources" ] }, { "slug": "crane-and-tower-operators", "title": "Crane and Tower Operators", "verdict": "SAFE", "risk_resistance": 67, "median_wage": 68080, "overlap": 71, "skills_to_close": [ "Mathematics", "Operation and Control", "Learning Strategies", "Operations Analysis" ] } ], "license": "https://cookedindex.com/terms" }