Gini Loh System Tools

AI Automation Index

Will AI Replace Power Plant Operators?

Task-level automation exposure for Power Plant Operators: 30 O*NET tasks scored against their work activities, plus the simulator.

E-E-A-T Verified
Developed & audited by Gini Loh

Automation Exposure

30% weighted task index

30 of 30 tasks scored

Median Salary

$102,040 / year

BLS OEWS, May 2025 — this exact occupation

Employment Level

Medium

29,320 people hold this job — size, not growth

Projected 2025–35

-5.1% employment change

2,300 openings a year · BLS line item

Pay by state

BLS OEWS publishes 51 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.

$61,230 – $131,620

Highest medians

Washington $131,620
Nevada $131,400
New Jersey $131,370
Idaho $124,440
North Dakota $122,160

Lowest medians

Guam $61,230
Wisconsin $66,080
Puerto Rico $70,640
Virginia $73,640
Vermont $78,240

State figures come from the 51-8013 row in the May 2025 state panel. States where the estimate was suppressed or too small to publish are absent.

What the score is made of

Each task is mapped to its work activities, scored for AI automation potential, and weighted by how important those activities are to the job. These are the components.

Automation potential 30%

Importance-weighted mean of the scored tasks. This is the headline index.

Physical work 58%

Share of weighted tasks in hands-on or machine-operating work activities.

Judgment & influence 7%

Share in analysis, decisions, teaching, directing, advising, or caring for others.

Routine administration 7%

Share in documenting, recording, and administrative activities.

Rewritten by O*NET 0%

Share of weighted tasks O*NET rewrote in a recent update. Reported, not folded into the score.

Consequence of error 70/100 High

O*NET's own rating of how serious an uncorrectable mistake would be here — respondents, not us. Deliberately not in the index: the score measures what AI can do with the task content, and multiplying it by stakes would be our judgment dressed as data.

Constituent Task Mix

30 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.

High exposure (≥ 60% of the task is automatable) 13%

4 tasks

Medium exposure (≥ 35%) 22%

6 tasks

Low exposure (below 35%) 66%

20 tasks

How would you survive?

Move your week away from the high-exposure tasks and toward the ones that need judgment. The simulator recalculates the index as you shift the mix.

Simulate Upskilling →

Constituent Tasks

#12328 · Core · 20% automatable

Control generator output to match the phase, frequency, or voltage of electricity supplied to panels.

physical manipulation — Plant equipment operation needs hands-on control and judgment

Operate energy production equipment.
#12318 · Core · 15% automatable

Take regulatory action, based on readings from charts, meters and gauges, at established intervals.

physical manipulation — Hands-on equipment adjustment for performance

Adjust equipment to ensure optimal performance.
#12316 · Core · 20% automatable

Control power generating equipment, including boilers, turbines, generators, or reactors, using control boards or semi-automatic equipment.

physical manipulation — Plant equipment operation needs hands-on control and judgment

Operate energy production equipment.
#12319 · Core · 18% automatable

Start or stop generators, auxiliary pumping equipment, turbines, or other power plant equipment as necessary.

physical manipulation — Plant equipment operation needs hands-on control and judgment

Operate pumping systems or equipment. Operate energy production equipment.
#12314 · Core · 38% automatable

Monitor power plant equipment and indicators to detect evidence of operating problems.

visual inspection — Malfunction detection relies on live physical observation

Watch operating equipment to detect malfunctions.
#19914 · Core · 14% automatable

Operate or maintain distributed power generation equipment, including fuel cells or microturbines, to produce energy on-site for manufacturing or other commercial purposes.

physical manipulation — Plant equipment operation needs hands-on control and judgment

Operate energy production equipment. Maintain sustainable energy production equipment.
#12325 · Core · 20% automatable

Open and close valves and switches in sequence to start or shut down auxiliary units.

physical manipulation — Plant equipment operation needs hands-on control and judgment

Operate energy production equipment.
#12321 · Core · 18% automatable

Control or maintain auxiliary equipment, such as pumps, fans, compressors, condensers, feedwater heaters, filters, or chlorinators, to supply water, fuel, lubricants, air, or auxiliary power.

physical manipulation — Hands-on energy distribution equipment operation

Operate pumping systems or equipment. Operate energy distribution equipment.
#12317 · Core · 15% automatable

Regulate equipment operations and conditions, such as water levels, based on instrument data or from computers.

physical manipulation — Hands-on adjustment of liquid flow controls

Adjust equipment controls to regulate flow of water, cleaning solutions, or other liquids.
#12320 · Core · 55% automatable

Inspect records or log book entries or communicate with plant personnel to assess equipment operating status.

interpersonal — Colleague information exchange is relational, contextual

Exchange information with colleagues.
#12322 · Core · 8% automatable

Clean, lubricate, or maintain equipment, such as generators, turbines, pumps, or compressors, to prevent failure or deterioration.

physical manipulation — Physical production equipment maintenance

Clean production equipment. Maintain production or processing equipment. Lubricate production equipment.
#12324 · Core · 82% automatable

Record and compile operational data by completing and maintaining forms, logs, or reports.

data analysis — Record production data into structured logs

Record operational or production data.
#12327 · Core · 10% automatable

Make adjustments or minor repairs, such as tightening leaking gland or pipe joints.

physical manipulation — Hands-on repair of production machinery

Repair production equipment or tools.
#12315 · Supplemental · 20% automatable

Adjust controls to generate specified electrical power or to regulate the flow of power between generating stations and substations.

physical manipulation — Hands-on energy distribution equipment operation

Operate energy distribution equipment.
#19915 · Supplemental · 15% automatable

Operate, control, or monitor equipment, such as acid or gas carbon dioxide removal units, carbon dioxide compressors, or pipelines, to capture, store, or transport carbon dioxide exhaust.

physical manipulation — Pumping systems operated and adjusted in field

Operate pumping systems or equipment.
#19916 · Supplemental · 20% automatable

Operate, control, or monitor gasifiers or related equipment, such as coolers, water quenches, water gas shifts reactors, or sulfur recovery units, to produce syngas or electricity from coal.

physical manipulation — Plant equipment operation needs hands-on control and judgment

Operate energy production equipment.
#12323 · Supplemental · 55% automatable

Communicate with systems operators to regulate and coordinate line voltages and transmission loads and frequencies.

interpersonal — Colleague information exchange is relational, contextual

Exchange information with colleagues.
#19917 · Supplemental · 20% automatable

Operate, control, or monitor integrated gasification combined cycle (IGCC) or related equipment, such as air separation units, to generate electricity from coal.

physical manipulation — Plant equipment operation needs hands-on control and judgment

Operate energy production equipment.
#12330 · Supplemental · 65% automatable

Receive outage calls and request necessary personnel during power outages or emergencies.

text generation — Notifying maintenance needs is routine messaging

Notify others of equipment repair or maintenance needs.
#12326 · Supplemental · 8% automatable

Collect oil, water, or electrolyte samples for laboratory analysis.

physical manipulation — Manual product sampling

Collect samples of materials or products for testing.
#12331 · Supplemental · 28% automatable

Examine and test electrical power distribution machinery and equipment, using testing devices.

data analysis — Electrical testing requires hands-on instrument use

Test electrical equipment or systems to ensure proper functioning.
#12329 · Supplemental · 28% automatable

Place standby emergency electrical generators on line in emergencies and monitor the temperature, output, and lubrication of the system.

visual inspection — Sensor/vision monitoring possible, but physical verification and accountability remain human

Monitor lubrication of equipment or workpieces. Monitor equipment operation to ensure proper functioning.
#23612 · Core · 20% automatable

Analyze the layout, instrumentation, or function of electrical generation or transmission facilities.

visual inspection — Equipment/system inspection requires physical presence

Inspect equipment or systems.
#23613 · Core · 45% automatable

Diagnose or troubleshoot problems with gas collection systems.

decision support — Troubleshooting aided; hands-on diagnosis human

Troubleshoot equipment or systems operation problems.
#23614 · Core · 38% automatable

Monitor well fields periodically to ensure proper functioning and performance.

data analysis — Sensor data monitoring aided; physical site checks remain human

Monitor conditions at energy-producing landfills.
#23615 · Core · 20% automatable

Operate landfill gas, methane, or natural gas fueled electrical generation systems.

physical manipulation — Physical operation of gas generation equipment

Operate natural gas generation equipment.
#23616 · Core · 82% automatable

Prepare and submit compliance, operational, and safety forms or reports.

data analysis — Record production data into structured logs

Record operational or production data.
#23617 · Core · 10% automatable

Repair or replace gas piping.

physical manipulation — Hands-on removal and fitting of worn components

Replace worn equipment components.
#23618 · Core · 60% automatable

Trace electrical circuitry to ensure compliance of electrical systems with applicable codes or laws.

data analysis — Equipment specs analysis aided; physical testing human

Evaluate characteristics of equipment or systems.
#23619 · Core · 45% automatable

Verify that well field monitoring data conforms to applicable regulations.

decision support — Conformance checking aided by AI, but on-site verification is human

Monitor operational procedures in technical environments to ensure conformance to standards.
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Community Sentiment

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Method

How this was scored

  1. 1. Tasks. O*NET task statements for this occupation, from a release whose newest record is dated 08/2026.
  2. 2. Work activities. Each task maps to 1–5 Detailed Work Activities; each activity belongs to one of 41 Generalized Work Activities that O*NET rates for importance (1–5) in this occupation.
  3. 3. Automation potential. Every work activity carries one score for how far current AI can perform it end-to-end. Tasks inherit the mean of their activities.
  4. 4. Weighting. Task weight = 0.35 + 0.65 × (importance − 1)/4, scaled by how often the task is performed and by 0.7 for Supplemental tasks. Importance is the task's own O*NET rating where it exists (18,369 of 18,838 tasks); the rest inherit their work activities' importance. The index is the weighted mean.

Check: across the 910 occupations where O*NET also rates how far machine speed sets the pace, this index moves opposite to it (Spearman ρ = -0.49). The more a job is paced by equipment, the less of its task content AI can address — the relationship you would expect if the scoring is working.

Sources · O*NET 31.0 (task records to 08/2026) · BLS OEWS May 2025 · BLS projections 2025-2035 · rubric v2.1 · tasks for O*NET, not a forecast

See the full method →

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