{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/power-plant-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": "Power Plant Operators", "soc_code": "51-8013", "category": "Production", "us_employment": 29320, "median_annual_wage": 102040 }, "verdict": "EXPOSED", "risk_resistance": 50, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 11, "embodiment": 14, "liability_shield": 8, "trust_premium": 5, "judgment_accountability": 12 }, "reasoning": { "task_resistance": "Load-following, setpoint adjustment, and log-keeping are already handled by the DCS with the operator supervising, but the trip-and-recovery work — cold starts, condenser vacuum problems, chasing a bad transmitter against physical evidence — still needs someone in the room, which puts it mid-band rather than in single digits.", "embodiment": "Field rounds through turbine halls and boiler decks at 100°F+, hanging LOTO tags, racking breakers, stroking valves by hand when air is lost, and reading local gauges that aren't wired to anything are unavoidable and happen in a plant that is noisy, hot, and pressurized — well past a hybrid control-room job.", "liability_shield": "Most fossil and hydro operators hold NERC system-operator certification or a state boiler/turbine operator license and are named on the shift log, but the plant manager and the utility carry the regulatory exposure, so the credential constrains who can hold the seat without making the individual the personal defendant.", "trust_premium": "Dispatch cares about MW delivered and ramp rate, not which operator is on shift; the only relationship that matters is the handoff to the next crew, which is documented in the turnover log precisely so it doesn't depend on the person.", "judgment_accountability": "Deciding to trip a unit versus riding through an abnormal vibration or low drum level is a call worth millions in equipment and it lands on the operator in seconds, but most of those decisions are bounded by written alarm-response procedures and operating limits that specify the action." }, "rationale": "Modal worker here runs a fossil, hydro, or combined-cycle plant from a control room: monitoring SCADA displays, adjusting load and steam parameters, logging readings, and coordinating with dispatch — all of which DCS automation and predictive analytics have been eating for two decades, long before LLMs. What holds is the physical half: field rounds, manual valve and breaker switching, lockout/tagout, startup and shutdown sequences, and diagnosing why a pump is cavitating when instrumentation disagrees with reality. The bigger threat to this occupation isn't AI at all — it's plant retirements and the shift to unstaffed or remotely-operated generation, which is already shrinking headcount per megawatt.", "outlook": "Headcount keeps falling through the 2030s as coal units retire and new generation runs with thinner crews or remote operation, but the operators who hold field-switching qualifications and NERC certification stay employed and well-paid.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "NERC extending the operator-certification model (currently NERC System Operator certification is required for transmission/balancing-authority desks, not generation control rooms) to require a certified, named individual to authorize generation dispatch changes and startup/shutdown sequences — plus an explicit rule that AI advisory output cannot be the authorizing signature. A narrower version already exists in 10 CFR 50.54(m) for nuclear licensed operators, which is why nuclear operators score far higher; a fossil/hydro analogue would be the specific thing to watch.", "plausibility": "plausible", "would_add": 5 }, { "dimension": "liability_shield", "change": "State PUC or insurer conditions on remote/unstaffed operation permits requiring a licensed operator physically on site during startup, black-start, and switching evolutions — the same structure FM Global and boiler-inspection codes (ASME CSD-1, state boiler-attendant laws in e.g. Michigan and Pennsylvania) already impose on attended high-pressure boilers. Erosion of those attendant laws is the live downside risk; their extension to combined-cycle and BESS-paired plants is the upside.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "judgment_accountability", "change": "Grid-reliability rules that name the plant operator as the accountable party for ride-through, frequency-response, and black-start performance during declared emergencies, with post-event NERC compliance investigation attaching to the individual's log entries — the pattern that followed Winter Storm Uri FERC/NERC inquiries. If enforcement attaches to named operators rather than to the plant entity, the role owns consequential calls in a way automation cannot absorb.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "task_resistance", "change": "Genuine two-tier structure: as DCS and predictive analytics absorb steady-state load-following and logging, the residual job concentrates in abnormal-condition diagnosis, instrument-versus-reality conflicts, and non-routine startup/shutdown. This raises task resistance per remaining worker without any new law — but note it operates alongside headcount contraction, so the surviving job is harder to automate while there are fewer of them.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "embodiment", "change": "Interconnection of large battery, hydrogen co-firing, or synchronous-condenser retrofits adds unfamiliar field hardware with immature instrumentation, increasing manual isolation, LOTO, and hands-on commissioning work per plant during the retrofit window.", "plausibility": "plausible", "would_add": 2 } ], "ceiling_note": "No plausible route to trust_premium: electricity is a commodity and no buyer can identify, let alone pay extra for, a human in the control room. More importantly, every lever above raises resistance per remaining worker while the dominant force — plant retirement and MW-per-operator consolidation toward remote operations centers — shrinks the count. A higher score here does not mean more jobs." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 34170, "wage": 77180 }, { "y": 2018, "emp": 33920, "wage": 79610 }, { "y": 2019, "emp": 33620, "wage": 81990 }, { "y": 2020, "emp": 32960, "wage": 84650 }, { "y": 2021, "emp": 28960, "wage": 80850 }, { "y": 2022, "emp": 31590, "wage": 93060 }, { "y": 2023, "emp": 31490, "wage": 97010 }, { "y": 2024, "emp": 30720, "wage": 99670 }, { "y": 2025, "emp": 29320, "wage": 102040 } ], "from": 2017, "to": 2025, "change_pct": -14.2, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "ship-engineers", "title": "Ship Engineers", "verdict": "SAFE", "risk_resistance": 73, "median_wage": 109530, "overlap": 87, "skills_to_close": [ "Installation", "Management of Personnel Resources", "Troubleshooting", "Repairing" ] }, { "slug": "electrical-and-electronics-repairers-powerhouse-substation-and-relay", "title": "Electrical and Electronics Repairers, Powerhouse, Substation, and Relay", "verdict": "SAFE", "risk_resistance": 68, "median_wage": 103020, "overlap": 86, "skills_to_close": [ "Management of Personnel Resources", "Repairing", "Troubleshooting", "Science" ] }, { "slug": "nuclear-power-reactor-operators", "title": "Nuclear Power Reactor Operators", "verdict": "SAFE", "risk_resistance": 70, "median_wage": 122890, "overlap": 56, "skills_to_close": [ "Reading Comprehension", "Management of Personnel Resources", "Active Listening", "Complex Problem Solving" ] } ], "license": "https://cookedindex.com/terms" }