{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/meter-readers-utilities/", "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": "Meter Readers, Utilities", "soc_code": "43-5041", "category": "Office", "us_employment": 19430, "median_annual_wage": 48150 }, "verdict": "COOKED", "risk_resistance": 24, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 5, "embodiment": 12, "liability_shield": 1, "trust_premium": 3, "judgment_accountability": 3 }, "reasoning": { "task_resistance": "Reading a dial or encoder register and keying it into a handheld is a data-capture task AMI radios already do every 15 minutes without you, and the desk residue — comparing this cycle's kWh against last year's, tagging high/low reads for re-read, generating disconnect door hangers — is threshold logic, which is why 5 rather than 10.", "embodiment": "You are outdoors in whatever weather the route gives you, opening meter pits, dealing with dogs, locked gates, snow-covered lids and spider-filled basements, but the destination is a known address with a known meter type and you are not diagnosing or repairing anything, so this sits at 12 rather than the 16+ of a service technician pulling a meter under live voltage.", "liability_shield": "No state licences meter readers; a CDL for a route truck or a utility's internal safety card is the ceiling, and any billing error you record is corrected by the utility's revenue department under tariff rules, not charged to you.", "trust_premium": "Customers recognise the uniform and some will trust you enough to unlock a gate, but the reading is a number on their bill, they never asked for you by name, and utilities rotate routes freely — that familiarity is worth a few points, not a relationship.", "judgment_accountability": "Your discretion runs to deciding whether a read looks wrong enough to re-read, whether a broken seal or reversed dial warrants a tamper referral, and whether a dog makes the yard unsafe to enter — real calls, but each one is written into the route procedure and escalates to an investigator or supervisor rather than resolving with you." }, "rationale": "The core task — walking a route to visually record consumption figures and upload them — has already been replaced at scale by advanced metering infrastructure that transmits readings automatically, and the remaining office work (flagging anomalous usage, logging re-reads, printing notices) is exactly the pattern-matching AI does cheaply. The job's one real moat is physical: you still need a person to get into a fenced backyard, a flooded basement, or a rural crawlspace when a meter fails or a tamper is suspected, and that is where surviving headcount is migrating. Employment has been falling for over a decade and the trend line is set by utility capital spending on smart meters, not by AI capability.", "outlook": "By the mid-2030s routine route reading will be a niche of hard-to-reach and legacy meters; most of today's workers who stay employed at utilities will be doing installs, inspections, and field service instead.", "what_would_raise_it": { "levers": [ { "dimension": "embodiment", "change": "If the surviving role formally converts into a field meter technician/AMI maintenance position — smart-meter swap-outs, tamper investigation, communication-module replacement, disconnect/reconnect visits in occupied premises — the daily work becomes unstructured physical access to private property, which no deployed system does. Utilities in states with high AMI penetration (e.g. California IOUs, Texas ERCOT utilities) already redeploy readers into meter-services crews under existing IBEW/UWUA contracts.", "plausibility": "already happening", "would_add": 5 }, { "dimension": "task_resistance", "change": "Task-mix shift: once automated readings and AI anomaly flagging absorb the routine tier, what is left is the exception tier — obstructed access, suspected theft, meters whose transmitted data conflicts with physical dials, customer-disputed bills requiring an on-site verified read. If the job description is rewritten around exceptions rather than routes, resistance rises even with no new law.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "judgment_accountability", "change": "If utility tariffs or state commission rules require a human field determination of record before a theft/diversion charge or estimated-bill correction is issued — i.e. the reader's written finding, not the AMI data stream, is what the utility relies on in a billing dispute or criminal referral — the role owns a consequential call. Some state commissions already require physical verification before back-billing for tampering.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "liability_shield", "change": "If states extend gas-qualification requirements (DOT PHMSA Operator Qualification, 49 CFR 192 Subpart N) to the disconnect/reconnect and leak-check tasks these workers absorb, a named qualified individual must attest to each covered task. This is a real existing framework, not hypothetical, and already binds some gas meter personnel.", "plausibility": "plausible", "would_add": 4 } ], "ceiling_note": "Even with every lever, this is a survival-by-relabelling story: the occupation code shrinks while a smaller field-technician role grows. Trust premium has no realistic route — no customer pays extra for a human to read a meter." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 33860, "wage": 39240 }, { "y": 2018, "emp": 33570, "wage": 40360 }, { "y": 2019, "emp": 30450, "wage": 42280 }, { "y": 2020, "emp": 26490, "wage": 41940 }, { "y": 2021, "emp": 24000, "wage": 45720 }, { "y": 2022, "emp": 20460, "wage": 44760 }, { "y": 2023, "emp": 19900, "wage": 47720 }, { "y": 2024, "emp": 19620, "wage": 49180 }, { "y": 2025, "emp": 19430, "wage": 48150 } ], "from": 2017, "to": 2025, "change_pct": -42.6, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "insulation-workers-floor-ceiling-and-wall", "title": "Insulation Workers, Floor, Ceiling, and Wall", "verdict": "EXPOSED", "risk_resistance": 59, "median_wage": 49120, "overlap": 75, "skills_to_close": [ "Equipment Selection" ] }, { "slug": "refuse-and-recyclable-material-collectors", "title": "Refuse and Recyclable Material Collectors", "verdict": "EXPOSED", "risk_resistance": 55, "median_wage": 49690, "overlap": 72, "skills_to_close": [ "Equipment Maintenance", "Repairing" ] }, { "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": 70, "skills_to_close": [ "Equipment Maintenance", "Operation and Control", "Repairing", "Equipment Selection" ] } ], "license": "https://cookedindex.com/terms" }