{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/pile-driver-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": "Pile Driver Operators", "soc_code": "47-2072", "category": "Construction", "us_employment": 2310, "median_annual_wage": 73300 }, "verdict": "EXPOSED", "risk_resistance": 65, "contested": true, "near_boundary": true, "dimensions": { "task_resistance": 18, "embodiment": 20, "liability_shield": 9, "trust_premium": 7, "judgment_accountability": 11 }, "reasoning": { "task_resistance": "Threading a 60-foot H-pile into leads, watching for pile run or drift, hearing a hammer lose stroke, and re-plumbing under load are judgments made through the seat and the hoist lines, not from a data feed — the only genuinely automatable core task is transcribing blow counts into the driving log, which is why this sits at 18 rather than 20.", "embodiment": "You work off barges, cofferdams, and bridge falsework in weather, with pinch points between leads and template, live rigging overhead, and ground conditions that change pile to pile — there is no version of this that happens anywhere but on the deck.", "liability_shield": "NCCCO or state crane-operator certification and OSHA 1926 Subpart CC training gate who touches the controls, which is a real barrier, but nothing you sign carries your name into court — the geotechnical engineer stamps the pile capacity and the driving criteria you follow, putting this at 9 rather than in licensed-professional territory.", "trust_premium": "Superintendents and pile foremen ask for specific operators by name because a good one saves piles and hours on a template, but the contract is with the pile crew or the GC, and a hired-in operator through the hall gets accepted on certification alone.", "judgment_accountability": "You call whether that pile reached refusal or just hit a boulder, whether to stop driving before you break the head off, and when the barge or crane setup is no longer safe to load — real stop-work discretion inside a driving criteria and pile-order that someone else already fixed." }, "rationale": "Positioning a hammer or vibratory rig over a pile, reading the driving log against refusal criteria, rigging leads, and adjusting for soft spots or obstructions on a muddy marine or bridge site is physical work that no language model touches. The real automation pressure is mechanical — GPS-guided and semi-autonomous driving rigs that let one operator do more piles per shift — plus the paperwork side, where driving records, blow-count logs, and production reports are trivially digitized. Licensure is thin: OSHA and often crane/equipment certification, but no personally liable stamp, and the engineer of record owns the design call.", "outlook": "Employment stays small and steady through the 2030s; guided rigs and automated logging will raise output per operator, so the surviving jobs skew toward certified multi-machine operators and foremen on marine and heavy-civil work.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "State DOT and building-code adoption of a rule that pile installation records — driving logs, blow counts, refusal determinations — must be attested by a named certified pile driving inspector/operator on site, not by rig telemetry alone. ADSC/DFI and AASHTO already push documented driving criteria; NCCCO's Pile Driver Operator certification exists but carries no attestation duty. If a certification becomes a signature-with-liability requirement on the installation record, this rises.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "judgment_accountability", "change": "Task-mix shift plus formal recognition: as GPS/auto-plumb rigs absorb positioning, the remaining human call is early refusal, unexpected obstruction, pile damage and driveability deviation from the engineer's criteria — decisions with immediate load-capacity consequences. If contract specs (state DOT special provisions) name the operator/inspector as the party who stops driving and triggers engineer notification, ownership becomes explicit.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "task_resistance", "change": "Two genuine tiers exist: production driving on open uniform sites vs. restricted-access work — marine barge, underpinning next to existing structures, vibration-sensitive urban retrofit, obstruction-laden brownfield. If automation captures the production tier, the surviving job is disproportionately the improvisational tier (rigging leads, splicing, template work, follower use), which no rig automates.", "plausibility": "plausible", "would_add": 1 } ], "ceiling_note": "Trust premium has no plausible route: buyers are GCs and public agencies purchasing installed capacity to spec, and no owner will pay a premium for a human at the controls rather than a cheaper compliant pile. Embodiment is maxed. Realistic ceiling is roughly 72-73, and the binding threat is mechanical productivity (fewer operators per project), which none of these levers offset." }, "adjudication": { "method": "two independent runs disagreed; merge is rounding-dependent", "outcome": "unresolved — published score left unchanged", "run_totals": [ 65, 67 ], "run_verdicts": [ "EXPOSED", "SAFE" ] }, "employment_history": { "points": [ { "y": 2017, "emp": 3710, "wage": 57650 }, { "y": 2018, "emp": 3450, "wage": 58680 }, { "y": 2019, "emp": 3540, "wage": 62600 }, { "y": 2020, "emp": 3820, "wage": 63370 }, { "y": 2021, "emp": 3760, "wage": 76260 }, { "y": 2022, "emp": 3290, "wage": 64310 }, { "y": 2023, "emp": 3010, "wage": 63550 }, { "y": 2024, "emp": 3040, "wage": 70510 }, { "y": 2025, "emp": 2310, "wage": 73300 } ], "from": 2017, "to": 2025, "change_pct": -37.7, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [], "license": "https://cookedindex.com/terms" }