{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/light-truck-drivers/", "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": "Light Truck Drivers", "soc_code": "53-3033", "category": "Transportation", "us_employment": 983300, "median_annual_wage": 44860 }, "verdict": "EXPOSED", "risk_resistance": 46, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 14, "embodiment": 17, "liability_shield": 3, "trust_premium": 6, "judgment_accountability": 6 }, "reasoning": { "task_resistance": "At 14 the driving itself is genuinely contestable — highway and depot-yard segments are the parts autonomy attacks first — but the day is dominated by the 100-200 stop walk-up cycle: parking illegally-but-tolerated, hauling a 40lb box up a stoop, finding the side entrance, dealing with a dog or a locked vestibule, and that sequence has no software substitute, which is why it sits above the mixed band rather than at 18 alongside work with no digitisable core.", "embodiment": "17 reflects that the workspace is the street in whatever weather it offers — ice on loading ramps, unlit apartment complexes, double-parking in traffic, lifting and carrying all day — and the only reason it isn't 19-20 is that the vehicle cab is a semi-controlled environment and the loads are consumer-scale, not rigging or trenching.", "liability_shield": "3 because a class C licence and a clean-enough MVR is the whole entry requirement for vehicles under 26,001 lbs — no CDL, no DOT medical card for most local work, no professional body — so the employer's insurer and the company DOT number absorb the risk and nothing about you is legally hard to replace.", "trust_premium": "6 credits the fact that a fixed route driver becomes a known face to receptionists, dock workers and regulars who will hold a gate or sign for a neighbour — but the customer contracted with Amazon or FedEx or the pharmacy, not with you, and a swap driver tomorrow costs the company nothing, which keeps this well below the relationship-is-the-product range.", "judgment_accountability": "6 fits work where the calls are real but small and bounded — reattempt or return to station, leave it at the door or take it back, this street is flooded so take the next one — all inside a scan-and-scope framework where the handheld dictates sequence and a dispatcher resolves anything genuinely ambiguous." }, "rationale": "The modal worker here is a local delivery driver — van or box truck, dozens to hundreds of stops a day — and the hard part is physical: getting a package from a curb, up steps, past a gate or a locked lobby, to a specific door. Language AI can't touch that, and driverless last-mile vehicles still can't do the walk-up portion at all. The exposure is that route planning, load sequencing, dispatch, proof-of-delivery, and customer notifications are already software, no CDL is required for most of these jobs, and pay pressure plus driver-assist tech means the job gets more monitored and more standardized rather than safer.", "outlook": "Employment holds or grows on e-commerce volume through the 2030s, but the work gets tighter — algorithmic routing, camera monitoring, and stop quotas — with the pay premium shifting to drivers who carry endorsements or do install and custody work.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "State-level rules requiring a licensed, medically-certified human operator physically aboard any commercial delivery vehicle — the pattern in California's AV framework (which still excludes vehicles over 10,001 lbs from driverless testing) and in bills like CA AB 316 (vetoed 2023) and comparable Teamsters-backed human-operator bills in Indiana, Illinois and New York. If such a rule passes in populous states and extends to sub-CDL vans, the seat becomes legally mandated rather than economically optional.", "plausibility": "plausible", "would_add": 5 }, { "dimension": "liability_shield", "change": "Expansion of statutory personal-verification duties onto the driver: state alcohol-delivery statutes requiring the deliverer to check ID and refuse intoxicated recipients, DSCSA chain-of-custody handoffs for pharmaceuticals, and specimen/controlled-substance courier rules. Where the individual delivering is the named, penalizable party (license suspension, personal fines), the role acquires a thin but real shield that a curbside robot cannot hold.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "trust_premium", "change": "Growth of the segments where the buyer is paying for an identified, background-checked, named person: pharmacy and specialty-drug courier, clinical specimen transport, white-glove furniture/appliance delivery with placement and haul-away, in-home installation. These are contracted at multiples of parcel rates specifically because a vetted human enters the premises. A shift of the occupation's mix toward these raises trust premium even with no regulatory change.", "plausibility": "already happening", "would_add": 4 }, { "dimension": "embodiment", "change": "Scope creep at the doorstep — deliveries that include unboxing, appliance hookup, meter or lockbox access, signature plus ID capture, and returns pickup. Each addition puts more of the day inside unpredictable built environments (gates, elevators, stairwells, occupied homes) rather than at a curb, which is the portion no last-mile autonomy program currently addresses.", "plausibility": "plausible", "would_add": 2 }, { "dimension": "judgment_accountability", "change": "If autonomous middle-mile hauling matures first, the surviving human role becomes the exception-handler: refused deliveries, damaged freight adjudication, unsafe access decisions, recipient disputes, load securement calls. Task-mix shift toward the exception tier raises accountability, but only where employers designate the driver as the decision-maker rather than routing every exception to a remote dispatcher — which current telematics and camera-monitoring practice pushes the other way.", "plausibility": "plausible", "would_add": 3 } ], "ceiling_note": "The structural ceiling is low. No license gates most of these jobs, pay is set by parcel volume, and the buyer is usually the shipper (Amazon, a retailer), not the resident who sees the driver — so there is no one positioned to pay a premium for a specific human. Monitoring technology is currently reducing judgment_accountability faster than task-mix shift raises it. Realistic upside is roughly 46 to the high 50s, and it concentrates in the specialty-courier and white-glove segments, not in high-volume parcel." }, "adjudication": { "method": "two independent runs agreed on the verdict", "outcome": "corroborated", "run_totals": [ 46, 44 ], "run_verdicts": [ "EXPOSED", "EXPOSED" ] }, "employment_history": { "points": [ { "y": 2019, "emp": 923050, "wage": 34730 }, { "y": 2020, "emp": 929470, "wage": 37050 }, { "y": 2021, "emp": 1010040, "wage": 38280 }, { "y": 2022, "emp": 1059840, "wage": 40410 }, { "y": 2023, "emp": 1003960, "wage": 42470 }, { "y": 2024, "emp": 994410, "wage": 44140 }, { "y": 2025, "emp": 983300, "wage": 44860 } ], "from": 2019, "to": 2025, "change_pct": 6.5, "comparable_from": 2019, "spans_soc_revision": false }, "pivots": [ { "slug": "bus-drivers-transit-and-intercity", "title": "Bus Drivers, Transit and Intercity", "verdict": "EXPOSED", "risk_resistance": 58, "median_wage": 59050, "overlap": 73, "skills_to_close": [ "Operations Monitoring", "Operation and Control", "Active Learning", "Persuasion" ] }, { "slug": "tree-trimmers-and-pruners", "title": "Tree Trimmers and Pruners", "verdict": "SAFE", "risk_resistance": 70, "median_wage": 50960, "overlap": 62, "skills_to_close": [ "Equipment Selection", "Operations Monitoring", "Instructing", "Management of Personnel Resources" ] }, { "slug": "locomotive-engineers", "title": "Locomotive Engineers", "verdict": "EXPOSED", "risk_resistance": 60, "median_wage": 81410, "overlap": 60, "skills_to_close": [ "Operations Monitoring", "Active Learning", "Operation and Control", "Learning Strategies" ] } ], "license": "https://cookedindex.com/terms" }