{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/paving-surfacing-and-tamping-equipment-operators/", "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": "Paving, Surfacing, and Tamping Equipment Operators", "soc_code": "47-2071", "category": "Construction", "us_employment": 41820, "median_annual_wage": 53340 }, "verdict": "EXPOSED", "risk_resistance": 53, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 15, "embodiment": 18, "liability_shield": 4, "trust_premium": 6, "judgment_accountability": 10 }, "reasoning": { "task_resistance": "Screed operators still set head-of-material by eye, call for a slower truck exchange when the mat starts tearing, and drop the tamper on a manhole collar or driveway apron that no 3D model captured — but the mainline pass on a mile of interstate, the part that fills most of the shift, is exactly the linear GPS-guidable work that stringless paving and intelligent compaction already run with less human input, which keeps this at 15 rather than the 18 a framer or ironworker earns.", "embodiment": "An 18 reflects standing on a machine deck over 300°F asphalt in July, shoveling and raking joints by hand, walking a vibratory plate around utility cuts, and doing all of it inside a live work zone where the environment changes every hour with weather, traffic, and whatever the subgrade does under load — no part of this is reproducible in a controlled cell.", "liability_shield": "There is no state licence to operate a paver or roller; a CDL to move the equipment and an OSHA 10/30 card are the practical ceiling, and when a mat fails density testing the liability lands on the contractor and the inspector's report, not on the operator's name — 4 rather than 0 only because CDL and flagger certification are real gates on hiring.", "trust_premium": "Paving is bid and awarded on unit price and DOT spec compliance, not on who runs the roller, but a 6 acknowledges that superintendents keep specific screed hands on the crew by name because a good one saves a whole day of grinding and re-work, and repeat municipal clients notice whose driveways don't get torn up.", "judgment_accountability": "A 10 covers calls that are genuinely yours and genuinely consequential — how many roller passes before the mat cools out of the compaction window, whether the mix arrived too stiff to place, when to stop paving because the base is pumping — but they are made against QC specs, a lift thickness on the plan, and a foreman standing right there, so you are exercising discretion inside a spec rather than owning the ambiguous call alone." }, "rationale": "Nothing about running a paver, roller, or tamper is text or screen work, so language AI touches almost none of it — the real threat is machine autonomy, and paving is the most automatable niche in construction because the work is linear, repetitive, and GPS-guidable. Automated screed control, intelligent compaction with real-time density feedback, and stringless 3D paving already reduce headcount per crew and shift the job toward monitoring. What survives is judging mix temperature and workability, reading a subgrade that isn't behaving, hand-tamping edges and joints, and working safely inches from traffic and other crew.", "outlook": "Crews get smaller and more machine-guided over the next decade, with mainline highway paving thinning fastest and urban, patch, and detail work holding steady for skilled operators.", "what_would_raise_it": { "levers": [ { "dimension": "task_resistance", "change": "Task-mix shift is genuinely bimodal here: if intelligent compaction and stringless 3D screed control absorb the mainline mat, the residual job is the non-linear tier — tie-ins, cul-de-sacs, utility patches, driveway aprons, manhole and gutter joints, hand-tamping behind the machine, and reading a subgrade that pumps. Watch for state DOT specs (Minnesota DOT, Georgia DOT IC pilot specs) that mandate IC on mainline while still requiring hand methods at structures; that formalizes the split rather than eliminating the human tier.", "plausibility": "already happening", "would_add": 2 }, { "dimension": "embodiment", "change": "Already near ceiling at 18. The only route up is enforceable rules keeping a human physically on the mat: an FHWA or state work-zone rule barring unmanned equipment operation within an active traffic-exposed work zone without an on-board operator, similar to how autonomous haul trucks are confined to closed mine sites. If OSHA or a state DOT wrote 'no unoccupied self-propelled paving equipment on open roadway', the residual environment stays unpredictable by definition.", "plausibility": "plausible", "would_add": 2 }, { "dimension": "liability_shield", "change": "Paving has no personal license, but two real mechanisms could create a signer. First, prevailing-wage and apprenticeship provisions: federal-aid and IIJA-funded projects already carry Davis-Bacon classification requirements, and some state DOTs require a certified roller/screed operator (e.g., asphalt paving certification programs run through state asphalt pavement associations and NHI training) to be present for acceptance of the mat. Second, if a state DOT makes density/smoothness acceptance contingent on a named certified operator's signed daily paving log — the way concrete testing requires an ACI-certified technician — that puts a specific human's credential on the pay item.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "judgment_accountability", "change": "If warranty-based pavement contracts spread (Michigan DOT and several European models use multi-year pavement warranties), the contractor bears smoothness and density risk for years, and the field call to stop paving on a marginal mix temperature, a rainy window, or a soft subgrade becomes a consequential, attributable decision rather than a foreman's instruction. Watch for warranty clauses paired with named-operator daily logs.", "plausibility": "plausible", "would_add": 3 } ], "ceiling_note": "Trust premium has no realistic route: pavement buyers are DOTs and developers who purchase a specification (density, thickness, IRI smoothness), not a craftsman, and nobody pays extra for a human-driven roller. Even with every lever above, the score lands in the mid-60s at best — the ceiling is set by the fact that mainline paving is the most geometrically automatable work in construction, and the levers protect the shrinking irregular remainder rather than the headcount." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 49760, "wage": 39120 }, { "y": 2018, "emp": 46760, "wage": 39780 }, { "y": 2019, "emp": 45770, "wage": 40130 }, { "y": 2020, "emp": 44560, "wage": 41540 }, { "y": 2021, "emp": 44200, "wage": 46960 }, { "y": 2022, "emp": 41470, "wage": 47270 }, { "y": 2023, "emp": 43080, "wage": 48980 }, { "y": 2024, "emp": 45680, "wage": 51650 }, { "y": 2025, "emp": 41820, "wage": 53340 } ], "from": 2017, "to": 2025, "change_pct": -16, "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": 82, "skills_to_close": [ "Writing", "Instructing", "Operations Analysis" ] }, { "slug": "operating-engineers-and-other-construction-equipment-operators", "title": "Operating Engineers and Other Construction Equipment Operators", "verdict": "EXPOSED", "risk_resistance": 64, "median_wage": 59850, "overlap": 82, "skills_to_close": [ "Operation and Control" ] }, { "slug": "rail-track-laying-and-maintenance-equipment-operators", "title": "Rail-Track Laying and Maintenance Equipment Operators", "verdict": "EXPOSED", "risk_resistance": 63, "median_wage": 70070, "overlap": 82, "skills_to_close": [ "Management of Personnel Resources" ] } ], "license": "https://cookedindex.com/terms" }