Will AI replace Power Plant Operators?

Not as a job, but it is already doing parts of the work. Across the 69 official task statements scored for Power Plant Operators (United States, SOC 51-8013), 8% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 13 out of 100 (range 10–18, band: minimal). That is a statement about tasks, not about headcount: this measures what AI could do, not whether any employer adopts it, whether the law allows it, or whether doing the routine parts faster creates more demand for the human parts. Figures are from release 2026-q4.1.

Which tasks in “Power Plant Operators” can AI already do?

The highest-scoring tasks in release 2026-q4.1 are: “Verify that well field monitoring data conforms to applicable regulations” (81/100, very high); “Record and compile operational data by completing and maintaining forms, logs, or reports” (75/100, high); “Record or report operational data, such as readings on meters, instruments, and gauges” (75/100, high). Each score comes from five published 0–4 ratings turned into a number by a published formula, and each carries the model's one-sentence reason on the page.

Which tasks in “Power Plant Operators” stay human?

About 85% of this job's task weight sits in work that scores low for AI exposure. The lowest-scoring tasks in release 2026-q4.1 are: “Repair or replace gas piping” (0/100, minimal); “Operate landfill gas, methane, or natural gas fueled electrical generation systems” (0/100, minimal); “Operate heavy equipment, such as bulldozers and front-end loaders” (0/100, minimal). Low scores usually mean the task needs a body in a room, a legally accountable human, or trust built in real time. Those are the three things the scoring rubric treats as gates rather than obstacles.

What should someone working in “Power Plant Operators” do about AI?

Start from the ledger rather than the headline: 8% of this job's weighted core work is exposed, and roughly 85% is not. The practical move is to spend more of your week on the tasks that score low, the ones above, and to get fluent at directing AI through the tasks that score high, because those are the parts that change whether or not you are ready for them. This page does not predict your job, and nothing here is career advice tailored to you: the score describes the occupation, not the person.

How is the AI exposure score for Power Plant Operators calculated?

Each official task statement for the occupation is rated on five published 0–4 dimensions (output replicability, physical embodiment, licensed accountability, real-time human trust, and data availability) by claude-opus-5 using scoring prompt task_scoring_v1.0. The model never writes the score; a published formula turns the five ratings into a 0–100 number, so every score can be recomputed by hand. The occupation figure is the importance-weighted mean across 69 scored tasks. The prompt, the rubric, the formula and the full dataset are published at https://futureproof.collab365.com/method and https://futureproof.collab365.com/data/2026-q4.1 under CC BY 4.0.

US dataswitch to UK

Power Plant Operators

operating biomass fuel-burning boiler or biomass fuel gasification system equipment in accordance with specifications or instructions, starting, adjusting or stop generating units and performing preventive or corrective containment or cleanup measures in hydroelectric plants to prevent environmental contamination. If that's your week, this page is about your job.

The honest answer

AI changes the edges of this job, not the middle: operating biomass fuel-burning boiler or biomass fuel gasification system equipment in accordance with specifications or instructions is work software can't reach.

Your move: what you can actually do about this ↓

Where the work sits, by task weight

shifting to AI: 8%
changing shape: 7%
staying human: 85%

These bars are tasks changing hands, not people being counted out. The ledger below shows which.

Whole-job exposure score 13 out of 100 (10–18 allowing for uncertainty): minimal exposure, across 69 scored tasks. The number is the support for the sentence above it, not a headline about anyone’s future.

How we know this

What is measured: Every published task statement for power plant operators is rated on five dimensions: can a model produce the output, does the work need a body in a room, does it need a legally accountable person, does it depend on a person being trusted in the moment, and how much data exists. A published formula turns those five ratings into the score; the model never writes the number.

How the bar is built: Each task’s share of the bar is its published importance weight, so a task you do all day counts for more than one you do twice a year.

Release: 2026-q4.1, scores computed 2026-08-05. Read the full method.

What shifts is recording or reporting operational data: the overhead at the edges, not the middle you trained for.

Your week, as this page understands it

Control, operate, or maintain machinery to generate electric power. Includes auxiliary equipment operators. The job title says “power plant operators”. The real job is the part underneath: operating biomass fuel-burning boiler or biomass fuel gasification system equipment in accordance with specifications or instructions. That is the thing someone has to be right about.

The exposed part of this job is specific, and we won’t pretend it is coming back. But power plant operators is not one task. It is 69 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is operating biomass fuel-burning boiler or biomass fuel gasification system equipment in accordance with specifications or instructions, and the ledger below shows exactly why.

Where the work sits, by task weight

shifting to AI: 8%
changing shape: 7%
staying human: 85%

These bars are tasks changing hands, not people being counted out. The ledger below shows which.

How we know this

How the bar is built: Each task’s share of the bar is its published importance weight, so a task you do all day counts for more than one you do twice a year.

Release: 2026-q4.1, scores computed 2026-08-05. Read the full method.

Your job, task by task

These are the official task statements for this occupation, in plain English, sorted by what the evidence says is happening to each one. The official wording sits under every line so you can check the rewrite against it.

2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in the free routes below; none is presented as a measurement for this job.
Task clusters are not derived in this release, so the task-cluster field is empty and no Collab365 Space routing is attached to this occupation yet.

Shifting to AI

6 tasks

Tasks today’s tools can already do most of. This is the part we will not soften: where these rows are the bulk of your week, the week changes.

Recording or reporting operational data
This is reading one thing and writing another: operational data in, a record out. That is the shape today's tools are built for.
importance 4 · Core
Source: “Record or report operational data, such as readings on meters, instruments, and gauges.” (O*NET task statement)
How this row was scored
Exposure score: 75 out of 100 (71–79 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Recording meter and gauge readings into reports is routine data work software handles.
The five ratings: output a model can produce 4/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 4/4.
Maintaining logs, reports, work requests or other records of work performed in hydroelectric plants
This is reading one thing and writing another: logs, reports in, a record out. That is the shape today's tools are built for.
importance 4 · Core
Source: “Maintain logs, reports, work requests, or other records of work performed in hydroelectric plants.” (O*NET task statement)
How this row was scored
Exposure score: 75 out of 100 (71–79 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Keeping logs, work requests and records is routine paperwork software handles reliably.
The five ratings: output a model can produce 4/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 4/4.
Recording and compiling operational data by completing and maintaining forms
This is reading one thing and writing another: operational data in, a record out. That is the shape today's tools are built for.
importance 4 · Core
Source: “Record and compile operational data by completing and maintaining forms, logs, or reports.” (O*NET task statement)
How this row was scored
Exposure score: 75 out of 100 (71–79 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Compiling readings into logs and reports is routine paperwork that software handles reliably.
The five ratings: output a model can produce 4/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 4/4.
Reading and interpreting instruction manuals or technical drawings related to biomass-fueled power or biofuels production equipment or processes
This is reading one thing and writing another: instruction manuals in, a record out. That is the shape today's tools are built for.
importance 4 · Core
Source: “Read and interpret instruction manuals or technical drawings related to biomass-fueled power or biofuels production equipment or processes.” (O*NET task statement)
How this row was scored
Exposure score: 75 out of 100 (68–82 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Reading and explaining manuals and technical drawings is exactly the kind of document work software does well.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.

Changing shape

5 tasks

Tasks where the machine takes the producing and a person keeps the checking, the deciding, or the answering-for-it. For most jobs this is the biggest group, and it is where "transformation, not termination" is literally visible.

Communicating status of hydroelectric operating equipment to dispatchers or supervisors
The software now makes the first pass at status of hydroelectric operating equipment, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 4 · Core
Source: “Communicate status of hydroelectric operating equipment to dispatchers or supervisors.” (O*NET task statement)
How this row was scored
Exposure score: 48 out of 100 (41–55 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Passing on equipment status to dispatchers is straightforward reporting that systems already do automatically.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Taking readings and recording data
The software now makes the first pass at readings, but part of it still happens in the physical world. So the job becomes checking and deciding rather than producing.
importance 4 · Core
Source: “Take readings and record data, such as water levels, temperatures, or flow rates.” (O*NET task statement)
How this row was scored
Exposure score: 50 out of 100 (43–57 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Water levels, temperatures and flows are increasingly logged automatically, though some readings are still taken by hand.
The five ratings: output a model can produce 4/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 4/4.
Inspecting records or log book entries or communicating with plant personnel to assess equipment operating status
The software now makes the first pass at records, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 4 · Core
Source: “Inspect records or log book entries or communicate with plant personnel to assess equipment operating status.” (O*NET task statement)
How this row was scored
Exposure score: 48 out of 100 (41–55 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Reading logs and checking status with colleagues is mostly information handling that software already summarizes well.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.

Staying human

58 tasks

Tasks that stay with a person, because they happen in the physical world, because the rules need someone accountable, or because the value is that a specific person does them.

Operating biomass fuel-burning boiler or biomass fuel gasification system equipment in accordance with specifications or instructions
This work happens in the physical world: biomass fuel-burning boiler, in a real place. Software cannot follow it there.
importance 5 · Core
Source: “Operate biomass fuel-burning boiler or biomass fuel gasification system equipment in accordance with specifications or instructions.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Running biomass boilers and gasifiers is hands-on equipment operation.
The five ratings: output a model can produce 1/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Monitoring power plant equipment and indicators to detect evidence of operating problems
This work happens in the physical world: power plant equipment, in a real place. Software cannot follow it there.
importance 5 · Core
Source: “Monitor power plant equipment and indicators to detect evidence of operating problems.” (O*NET task statement)
How this row was scored
Exposure score: 33 out of 100 (26–40 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Spotting problems in plant readings is something software does well, though operators still walk the plant to check.
The five ratings: output a model can produce 3/4 · needs a body in a room 2/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Starting or stopping generators, auxiliary pumping equipment, turbines or other power plant equipment
This work happens in the physical world: generators, auxiliary pumping equipment, in a real place. Software cannot follow it there.
importance 5 · Core
Source: “Start or stop generators, auxiliary pumping equipment, turbines, or other power plant equipment as necessary.” (O*NET task statement)
How this row was scored
Exposure score: 9 out of 100 (2–16 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: Starting and stopping heavy plant machinery is done hands-on at the plant, even when the controls are computerized.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.

Show the other 59 tasks

Verifying that well field monitoring data conforms to applicable regulations
shifting to AI
This is reading one thing and writing another: well field monitoring data conforms in, a record out. That is the shape today's tools are built for.
importance not published
O*NET hasn't yet published importance ratings for this occupation's tasks, so the ordering here is ours, not theirs.
Source: “Verify that well field monitoring data conforms to applicable regulations.” (O*NET task statement)
How this row was scored
Exposure score: 81 out of 100 (74–88 allowing for uncertainty): very high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Comparing monitoring data against written regulations is a rule-check software does quickly and accurately.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Preparing and submitting compliance, operational and safety forms or reports
shifting to AI
This is reading one thing and writing another: compliance, operational and safety forms or reports in, a record out. That is the shape today's tools are built for.
importance not published
O*NET hasn't yet published importance ratings for this occupation's tasks, so the ordering here is ours, not theirs.
Source: “Prepare and submit compliance, operational, and safety forms or reports.” (O*NET task statement)
How this row was scored
Exposure score: 66 out of 100 (59–73 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Filling in compliance and safety reports from plant records is standard document work software drafts well.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Managing parts and supplying inventories for biomass plants
changing shape
The software now makes the first pass at parts, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 3 · Supplemental
Source: “Manage parts and supply inventories for biomass plants.” (O*NET task statement)
How this row was scored
Exposure score: 56 out of 100 (49–63 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Stock levels and reordering are database tasks software manages well, though parts still have to be checked in the store.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Analyzing the layout, instrumentation or function of electrical generation or transmission facilities
changing shape
The software now makes the first pass at the layout, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance not published
O*NET hasn't yet published importance ratings for this occupation's tasks, so the ordering here is ours, not theirs.
Source: “Analyze the layout, instrumentation, or function of electrical generation or transmission facilities.” (O*NET task statement)
How this row was scored
Exposure score: 49 out of 100 (42–56 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Studying facility layouts and instrumentation is desk analysis of documents and drawings.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Receiving outage calls and requesting necessary personnel during power outages or emergencies
staying human
The value here is that a specific person handles outage calls and stands behind it. That is earned, not computed.
importance 4 · Supplemental
Source: “Receive outage calls and request necessary personnel during power outages or emergencies.” (O*NET task statement)
How this row was scored
Exposure score: 39 out of 100 (32–46 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Taking outage calls and calling out crews is coordination work that software already schedules well.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Communicating with systems operators to regulate and coordinate line voltages and transmission loads and frequencies
staying human
This work happens in the physical world: systems operators, in a real place. Software cannot follow it there.
importance 4 · Supplemental
Source: “Communicate with systems operators to regulate and coordinate line voltages and transmission loads and frequencies.” (O*NET task statement)
How this row was scored
Exposure score: 18 out of 100 (11–25 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Coordinating line voltages is talk and calculation, but a certified operator at the plant has to make the moves.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 2/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Regulating equipment operations and conditions
staying human
This work happens in the physical world: equipment operations, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Regulate equipment operations and conditions, such as water levels, based on instrument data or from computers.” (O*NET task statement)
How this row was scored
Exposure score: 14 out of 100 (7–21 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: The judgment about water levels is calculable, but the adjustment is made at plant controls.
The five ratings: output a model can produce 2/4 · needs a body in a room 3/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 4/4.
Inspecting biomass power plant or processing equipment
staying human
This work happens in the physical world: biomass power plant, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Inspect biomass power plant or processing equipment, recording or reporting damage and mechanical problems.” (O*NET task statement)
How this row was scored
Exposure score: 14 out of 100 (7–21 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Inspecting plant equipment means looking at it in person, though the write-up afterwards is paperwork.
The five ratings: output a model can produce 2/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Monitoring well fields periodically to ensure proper functioning and performance
staying human
This work happens in the physical world: well fields, in a real place. Software cannot follow it there.
importance not published
O*NET hasn't yet published importance ratings for this occupation's tasks, so the ordering here is ours, not theirs.
Source: “Monitor well fields periodically to ensure proper functioning and performance.” (O*NET task statement)
How this row was scored
Exposure score: 14 out of 100 (7–21 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Checking well fields means going out to them, even though the readings themselves are data.
The five ratings: output a model can produce 2/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Identifying or addressing malfunctions of hydroelectric plant operational equipment
staying human
This work happens in the physical world: malfunctions of hydroelectric plant operational equipment, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Identify or address malfunctions of hydroelectric plant operational equipment, such as generators, transformers, or turbines.” (O*NET task statement)
How this row was scored
Exposure score: 13 out of 100 (6–20 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Fixing generator, transformer or turbine faults calls for hands on the machinery.
The five ratings: output a model can produce 2/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Monitoring hydroelectric power plant equipment operation and performance
staying human
This work happens in the physical world: hydroelectric power plant equipment operation, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Monitor hydroelectric power plant equipment operation and performance, adjusting to performance specifications, as necessary.” (O*NET task statement)
How this row was scored
Exposure score: 13 out of 100 (6–20 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Adjusting plant performance to specification means working the controls inside the hydro station.
The five ratings: output a model can produce 2/4 · needs a body in a room 3/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Diagnosing or troubleshooting problems with gas collection systems
staying human
This work happens in the physical world: problems, in a real place. Software cannot follow it there.
importance not published
O*NET hasn't yet published importance ratings for this occupation's tasks, so the ordering here is ours, not theirs.
Source: “Diagnose or troubleshoot problems with gas collection systems.” (O*NET task statement)
How this row was scored
Exposure score: 13 out of 100 (6–20 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Finding faults in gas collection systems means checking the pipework and kit on site.
The five ratings: output a model can produce 2/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Tracing electrical circuitry to ensure compliance of electrical systems with applicable codes or laws
staying human
This work happens in the physical world: electrical circuitry, in a real place. Software cannot follow it there.
importance not published
O*NET hasn't yet published importance ratings for this occupation's tasks, so the ordering here is ours, not theirs.
Source: “Trace electrical circuitry to ensure compliance of electrical systems with applicable codes or laws.” (O*NET task statement)
How this row was scored
Exposure score: 13 out of 100 (6–20 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Tracing circuits to check code compliance means following the wiring through the building.
The five ratings: output a model can produce 2/4 · needs a body in a room 3/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Taking regulatory action, based on readings from charts, meters and gauges, at established intervals
staying human
This work happens in the physical world: regulatory action, in a real place. Software cannot follow it there.
importance 5 · Core
Source: “Take regulatory action, based on readings from charts, meters and gauges, at established intervals.” (O*NET task statement)
How this row was scored
Exposure score: 9 out of 100 (2–16 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: Software can read the meters, but acting on them means an operator at the plant controls.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Adjusting controls to generate specified electrical power or to regulate the flow of power between generating stations and substations
staying human
This work happens in the physical world: controls, in a real place. Software cannot follow it there.
importance 4 · Supplemental
Source: “Adjust controls to generate specified electrical power or to regulate the flow of power between generating stations and substations.” (O*NET task statement)
How this row was scored
Exposure score: 8 out of 100 (1–15 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Setting power output is done at the plant's controls by a qualified operator.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 2/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Controlling power generating equipment, including boilers, turbines, generators or reactors, using control boards or semi-automatic equipment
staying human
This work happens in the physical world: power generating equipment, including boilers, turbines, in a real place. Software cannot follow it there.
importance 5 · Core
Source: “Control power generating equipment, including boilers, turbines, generators, or reactors, using control boards or semi-automatic equipment.” (O*NET task statement)
How this row was scored
Exposure score: 8 out of 100 (1–15 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Running boilers and turbines happens at the control board inside the plant, with a qualified operator responsible.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 2/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Controlling generator output to match the phase
staying human
This work happens in the physical world: generator output, in a real place. Software cannot follow it there.
importance 5 · Core
Source: “Control generator output to match the phase, frequency, or voltage of electricity supplied to panels.” (O*NET task statement)
How this row was scored
Exposure score: 8 out of 100 (1–15 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Matching generator output to the grid means working the plant's controls on site, and a certified operator must make the call.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 2/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Implementing load or switching orders in hydroelectric plants
staying human
This work happens in the physical world: load, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Implement load or switching orders in hydroelectric plants, in accordance with specifications or instructions.” (O*NET task statement)
How this row was scored
Exposure score: 8 out of 100 (1–15 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Carrying out load and switching orders means a qualified operator making the moves at the station.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 2/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Controlling or maintaining auxiliary equipment
staying human
This work happens in the physical world: auxiliary equipment, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “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.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: Pumps, fans and compressors have to be handled and maintained in person.
The five ratings: output a model can produce 1/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Cleaning lubricate or maintaining equipment, such as generators, turbines, pumps or compressors, to prevent failure or deterioration
staying human
This work happens in the physical world: lubricate, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Clean, lubricate, or maintain equipment, such as generators, turbines, pumps, or compressors, to prevent failure or deterioration.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Cleaning and lubricating machinery is hands-on work.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Opening and closing valves and switches in sequence to start or shut down auxiliary units
staying human
This work happens in the physical world: valves, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Open and close valves and switches in sequence to start or shut down auxiliary units.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: Opening and closing valves and switches is physical work on the equipment itself.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Collecting oil, water or electrolyte samples for laboratory analysis
staying human
This work happens in the physical world: oil, water or electrolyte samples, in a real place. Software cannot follow it there.
importance 4 · Supplemental
Source: “Collect oil, water, or electrolyte samples for laboratory analysis.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Taking oil and water samples means physically drawing them from the equipment.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Making adjustments or minor repairs
staying human
This work happens in the physical world: adjustments, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Make adjustments or minor repairs, such as tightening leaking gland or pipe joints.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Tightening joints and making small repairs needs hands on the equipment.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Placing standby emergency electrical generators on line in emergencies and monitoring the temperature
staying human
This work happens in the physical world: standby emergency electrical generators, in a real place. Software cannot follow it there.
importance 4 · Supplemental
Source: “Place standby emergency electrical generators on line in emergencies and monitor the temperature, output, and lubrication of the system.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Bringing emergency generators online and watching their lubrication is hands-on plant work.
The five ratings: output a model can produce 1/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Examining and testing electrical power distribution machinery and equipment
staying human
This work happens in the physical world: electrical power distribution machinery, in a real place. Software cannot follow it there.
importance 4 · Supplemental
Source: “Examine and test electrical power distribution machinery and equipment, using testing devices.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Testing machinery with instruments requires hands on the equipment.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Measuring and monitoring raw biomass feedstock
staying human
This work happens in the physical world: raw biomass feedstock, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Measure and monitor raw biomass feedstock, including wood, waste, or refuse materials.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Measuring raw wood and waste feedstock means handling the material itself.
The five ratings: output a model can produce 1/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Operating valves, pumps, engines or generators to control and adjust production of biofuels or biomass-fueled power
staying human
This work happens in the physical world: valves, pumps, engines or generators, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Operate valves, pumps, engines, or generators to control and adjust production of biofuels or biomass-fueled power.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Working valves, pumps and engines is physical operation.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Performing routine maintenance or making minor repairs
staying human
This work happens in the physical world: routine maintenance, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Perform routine maintenance or make minor repairs to mechanical, electrical, or electronic equipment in biomass plants.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Maintenance and repairs need hands on the machinery.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Assessing quality of biomass feedstock
staying human
This work happens in the physical world: quality of biomass feedstock, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Assess quality of biomass feedstock.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–7 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Judging feedstock quality relies on handling and inspecting the material in person.
The five ratings: output a model can produce 1/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Calculating, measuring, loading or mixing biomass feedstock for power generation
staying human
This work happens in the physical world: biomass feedstock, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Calculate, measure, load, or mix biomass feedstock for power generation.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Loading and mixing feedstock is manual handling.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Calibrating liquid flow devices or meters
staying human
This work happens in the physical world: liquid flow devices, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Calibrate liquid flow devices or meters, including fuel, chemical, and water meters.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Calibrating flow meters is done by hand at the instrument.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Operating equipment to heat biomass
staying human
This work happens in the physical world: equipment, in a real place. Software cannot follow it there.
importance 5 · Core
Source: “Operate equipment to heat biomass, using knowledge of controls, combustion, and firing mechanisms.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Heating biomass involves working combustion and firing equipment in person.
The five ratings: output a model can produce 1/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Operating equipment to start, stop or regulate biomass-fueled generators, generator units, boilers, engines or auxiliary systems
staying human
This work happens in the physical world: equipment, in a real place. Software cannot follow it there.
importance 5 · Core
Source: “Operate equipment to start, stop, or regulate biomass-fueled generators, generator units, boilers, engines, or auxiliary systems.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Starting and regulating biomass generators is hands-on equipment work.
The five ratings: output a model can produce 1/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Operating high-pressure steam boiler or water chiller equipment for electrical cogeneration operations
staying human
This work happens in the physical world: high-pressure steam boiler, in a real place. Software cannot follow it there.
importance 5 · Core
Source: “Operate high-pressure steam boiler or water chiller equipment for electrical cogeneration operations.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: High-pressure boiler and chiller operation is physical plant work under a licensed operator.
The five ratings: output a model can produce 1/4 · needs a body in a room 4/4 · needs an accountable person 2/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Preprocessing feedstock to prepare for biochemical or thermochemical production processes
staying human
This work happens in the physical world: feedstock, in a real place. Software cannot follow it there.
importance 4 · Supplemental
Source: “Preprocess feedstock to prepare for biochemical or thermochemical production processes.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Preparing feedstock for processing is manual material handling.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Cleaning work areas to ensure compliance with safety regulations
staying human
This work happens in the physical world: work areas, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Clean work areas to ensure compliance with safety regulations.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Cleaning work areas is physical work.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Starting, adjusting or stop generating units, operating valves, gates or auxiliary equipment in hydroelectric power generating plants
staying human
This work happens in the physical world: stop generating units, operating valves, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Start, adjust, or stop generating units, operating valves, gates, or auxiliary equipment in hydroelectric power generating plants.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Working gates, valves and generating units is physical operation.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Inspecting water-powered electric generators or auxiliary equipment in hydroelectric plants to verify proper operation or to determine maintenance or repair needs
staying human
This work happens in the physical world: water-powered electric generators, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Inspect water-powered electric generators or auxiliary equipment in hydroelectric plants to verify proper operation or to determine maintenance or repair needs.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Inspecting generators for wear or damage requires being at the machine.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Installing or calibrating electrical or mechanical equipment
staying human
This work happens in the physical world: electrical or mechanical equipment, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Install or calibrate electrical or mechanical equipment, such as motors, engines, switchboards, relays, switch gears, meters, pumps, hydraulics, or flood channels.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Installing and calibrating equipment is physical work.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Maintaining or repairing hydroelectric plant
staying human
This work happens in the physical world: hydroelectric plant, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Maintain or repair hydroelectric plant electrical, mechanical, or electronic equipment, such as motors, transformers, voltage regulators, generators, relays, battery systems, air compressors, sump pumps, gates, or valves.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Repairing motors, transformers and pumps is hands-on maintenance.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Operating high voltage switches or related devices in hydropower stations
staying human
This work happens in the physical world: high voltage switches, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Operate high voltage switches or related devices in hydropower stations.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Operating high-voltage switchgear is a physical, safety-critical act on site.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 2/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Operating hydroelectric plant equipment, such as turbines, pumps, valves, gates, fans, electric control boards or battery banks
staying human
This work happens in the physical world: hydroelectric plant equipment, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Operate hydroelectric plant equipment, such as turbines, pumps, valves, gates, fans, electric control boards, or battery banks.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Turbines, gates, valves and control gear are operated in person.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Testing and repairing or replacing electrical equipment
staying human
This work happens in the physical world: electrical equipment, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Test and repair or replace electrical equipment, such as circuit breakers, station batteries, cable trays, conduits, or control devices.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Testing and replacing breakers and control gear is physical work at the equipment.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Changing oil, hydraulic fluid or other lubricants to maintain condition of hydroelectric plant equipment
staying human
This work happens in the physical world: oil, hydraulic fluid or other lubricants, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Change oil, hydraulic fluid, or other lubricants to maintain condition of hydroelectric plant equipment.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Changing oil and lubricants is hands-on maintenance.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Connecting metal parts or components in hydroelectric plants
staying human
This work happens in the physical world: metal parts, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Connect metal parts or components in hydroelectric plants by welding, soldering, riveting, tapping, bolting, bonding, or screwing.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Welding, bolting and riveting parts together is manual work.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Cutting bend or shaping metal for applications in hydroelectric plants, using equipment, hydraulic benders or pipe threaders
staying human
This work happens in the physical world: bend, in a real place. Software cannot follow it there.
importance 3 · Core
Source: “Cut, bend, or shape metal for applications in hydroelectric plants, using equipment such as hydraulic benders or pipe threaders.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Cutting and bending metal is manual machine work.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Erecting scaffolds, platforms or hoisting frames to access hydroelectric plant machinery or infrastructure for repair or replacement
staying human
This work happens in the physical world: scaffolds, platforms or hoisting frames, in a real place. Software cannot follow it there.
importance 3 · Core
Source: “Erect scaffolds, platforms, or hoisting frames to access hydroelectric plant machinery or infrastructure for repair or replacement.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Erecting scaffolds and platforms is physical work.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Lifting and moving loads, using cranes, hoists and rigging
staying human
This work happens in the physical world: loads, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Lift and move loads, using cranes, hoists, and rigging, to install or repair hydroelectric system equipment or infrastructure.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Lifting loads with cranes and rigging is physical work.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Performing preventive or corrective containment or cleanup measures in hydroelectric plants to prevent environmental contamination
staying human
This work happens in the physical world: preventive, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Perform preventive or corrective containment or cleanup measures in hydroelectric plants to prevent environmental contamination.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Containment and clean-up is physical work at the plant.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Performing tunnel or field inspections of hydroelectric plant facilities or resources
staying human
This work happens in the physical world: tunnel, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Perform tunnel or field inspections of hydroelectric plant facilities or resources.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Walking tunnels and site inspections means being physically there.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Splicing or terminating cables or electrical wiring in hydroelectric plants
staying human
This work happens in the physical world: cables, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Splice or terminate cables or electrical wiring in hydroelectric plants.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Splicing and terminating cables is hands-on electrical work.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Operating or maintaining distributed power generation equipment
staying human
This work happens in the physical world: distributed power generation equipment, in a real place. Software cannot follow it there.
importance 5 · Core
Source: “Operate or maintain distributed power generation equipment, including fuel cells or microturbines, to produce energy on-site for manufacturing or other commercial purposes.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: Running and maintaining on-site generating kit is hands-on equipment work.
The five ratings: output a model can produce 1/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Operating, controlling or monitoring equipment
staying human
This work happens in the physical world: equipment, in a real place. Software cannot follow it there.
importance 4 · Supplemental
Source: “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.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Running carbon capture units, compressors and pipelines is physical plant operation.
The five ratings: output a model can produce 1/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Operating, controlling or monitoring gasifiers or related equipment, such as coolers, water quenches
staying human
This work happens in the physical world: gasifiers, in a real place. Software cannot follow it there.
importance 4 · Supplemental
Source: “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.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Gasifiers and their support units are operated hands-on inside the plant.
The five ratings: output a model can produce 1/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Operating, controlling or monitoring integrated gasification combined cycle, IGCC) or related equipment
staying human
This work happens in the physical world: integrated gasification combined cycle, in a real place. Software cannot follow it there.
importance 4 · Supplemental
Source: “Operate, control, or monitor integrated gasification combined cycle (IGCC) or related equipment, such as air separation units, to generate electricity from coal.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Operating combined-cycle gasification kit means being at the plant working the equipment.
The five ratings: output a model can produce 1/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Performing tests of water chemistry in boilers
staying human
This work happens in the physical world: tests of water chemistry, in a real place. Software cannot follow it there.
importance 5 · Core
Source: “Perform tests of water chemistry in boilers.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: Testing boiler water means drawing and handling samples at the boiler.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Operating heavy equipment, such as bulldozers and front-end loaders
staying human
This work happens in the physical world: heavy equipment, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Operate heavy equipment, such as bulldozers and front-end loaders.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Driving bulldozers and loaders is physical machine operation.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Operating landfill gas, methane or natural gas fueled electrical generation systems
staying human
This work happens in the physical world: landfill gas, in a real place. Software cannot follow it there.
importance not published
O*NET hasn't yet published importance ratings for this occupation's tasks, so the ordering here is ours, not theirs.
Source: “Operate landfill gas, methane, or natural gas fueled electrical generation systems.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Running gas-fired generating systems is hands-on equipment operation.
The five ratings: output a model can produce 1/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Repairing or replacing gas piping
staying human
This work happens in the physical world: gas, in a real place. Software cannot follow it there.
importance not published
O*NET hasn't yet published importance ratings for this occupation's tasks, so the ordering here is ours, not theirs.
Source: “Repair or replace gas piping.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Repairing gas piping is physical work.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.

What this job pays, and how many people do it

Median pay: $102,040a year, the middle of the range, so half earn more and half earn less.bls-oews, 2025 · May 2025 estimates (national_M2025_dl.xlsx)
How we know this
Source: bls-oews
Reference period: May 2025 estimates (national_M2025_dl.xlsx)
Rounding: Shown as published.
People doing this job: 29,320in the US, 2025.bls-oews · May 2025 estimates (national_M2025_dl.xlsx)

What is deliberately not here: a forecast of how many of these jobs exist in ten years. Where an official projection exists for a market we publish it with its vintage; where it does not, we leave the space empty rather than borrow the other country’s number.

Why this is shifting

The reason is boringly specific. Most of what is shifting here is reading one thing and writing another: operational data in, a record out. The rows above are exactly that shape: recording or reporting operational data and maintaining logs, reports, work requests or other records of work performed in hydroelectric plants. What it cannot do is be there in the room, and that is still where biomass fuel-burning boiler gets done. Which is why this page talks about your tasks changing, not your job ending.

Your move

Over a pint: what I’d tell you if you were my friend

Start with what does not change: operating biomass fuel-burning boiler or biomass fuel gasification system equipment in accordance with specifications or instructions is the middle of this job, and the evidence on this page says it stays with a person.

So, given all that: 8% of this job's task weight sits in rows the software is already learning, 7% in rows that change shape rather than disappear, and 85% in rows it is nowhere near. That is the position, measured across 69 scored tasks. It is not a forecast about you.

So the thing worth your attention is not the job going away. It is the layer around it. Recording or reporting operational data is the part turning into software, and being the person who understands that layer is worth money.

This week: one thing

Ask the one question. Find whoever is bringing new software into your workplace (the manager, the office, whoever runs the system) and ask them what it is meant to do to operational data, and what it is not meant to touch. Ten minutes, this week, before anyone decides it for you.

What you end up holding: a straight answer about what is actually being rolled out, and when
How long it takes: ten minutes

If there’s nobody obvious to ask, or you’d rather not ask your manager: Put the same question to your union rep, your shift lead or the person who has been there longest, in person, over a break. Same ten minutes, same answer, and you will usually get a straighter one. Write down what they say. The note is the artifact, and it tells you whether biomass fuel-burning boiler is in scope or not. Nothing to log into, no license needed.

Over the next 90 days

Get inside the tool rollout rather than waiting for it. Over the next ninety days, ask to be in the group that tests, checks or signs off whatever new system arrives near communicating status of hydroelectric operating equipment to dispatchers or supervisors. It is usually an unglamorous seat that nobody fights for, and it is the one that decides how the software is used on your job rather than to it.

Over the next 12 months

On this evidence I would not retrain out of this job, and I will say that plainly rather than hedge it. The task list here is dominated by work that stays with a person. What I would do with a year is get formally recognised for the layer around it (the systems, the compliance, the planning), so you are the one who understands the software instead of the one it is done to. Before you pay for anything, use CareerOneStop - Find local training. It is free, it is the Labor Department's own service, and it is listed below with the rest of the free routes.

The roads out of here, and why I am not sending you down them

I looked at the obvious moves out of this job, and here is what I found.

I checked the 12 nearest US occupations to power plant operators (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was plant and system operators, all other: only about 11% of its durable work is work you already do and it pays 38.8% less. And on the numbers you do not need one. This job scores 13/100 here, with only 8% of the task list in the top band, and “operate biomass fuel-burning boiler or biomass fuel gasification system equipment in accordance…” is not work that hands over cleanly. None of them beats deepening what you already have.

How that was checked: this job was compared against all 830 US occupations in this release on their official task statements, and the 12 nearest were examined one by one. A move that turns on an industry, an employer or a qualification rather than on the work itself will not show up in a check like that. And this release carries no licence register, so anything you are weighing needs that looked up separately.

3 moves I checked and rejected

These are the obvious-looking jumps. They are here with their reasons rather than quietly dropped, because the ones that fail are worth knowing about. It is one less thing to turn over at night.

Plant and System Operators, All Other
Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already operate valves, pumps, engines, or generators to control and adjust production of biofuels…, and their equivalent is to operate valves, pumps, engines, or generators to control and adjust biofuels production. Across both published task lists that is about 11% of the durable work in that job.
Why I am not recommending it: You would be starting most of it from nothing: about 11% of the durable work in that job is work you do today, and the rest you would be learning while the bills carried on. It is a pay cut, in those words: $62,470 against your $102,040, 38.8% less (OEWS May 2025 (both)). Retraining to earn less is a decision, not advice.
Look at that job’s page anyway →
Industrial Production Managers
Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already perform preventive or corrective containment or cleanup measures in hydroelectric plants to prevent…, and their equivalent is to perform or direct preventive or corrective containment or cleanup to protect the environment. Across both published task lists that is about 9% of the durable work in that job.
Why I am not recommending it: Almost none of it is work you already do: about 9% of the durable side of that job. That is a different job, not a next step.
Look at that job’s page anyway →
Gas Plant Operators
Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already open and close valves and switches in sequence to start or shut down…, and their equivalent is to start and shut down plant equipment. Across both published task lists that is about 3% of the durable work in that job.
Why I am not recommending it: Almost none of it is work you already do: about 3% of the durable side of that job. That is a different job, not a next step. It is a pay cut, in those words: $87,820 against your $102,040, 13.9% less (OEWS May 2025 (both)). Retraining to earn less is a decision, not advice.
Look at that job’s page anyway →

What I’d stop worrying about

A friend tells you what not to spend fear on. This is that list.

The headline number you read somewhere
The big “X% of jobs” figures are about the whole economy, not about you. The number that describes your job is on this page: 8% of its task weight, across 69 scored tasks. Every row behind it is printed above with the source. Check ours; ignore theirs.
The headlines about your trade disappearing
They are usually about the technology, not the timetable. Changes to work like operating biomass fuel-burning boiler or biomass fuel gasification system equipment in accordance with specifications or instructions arrive through rules, insurance and money, slowly and visibly. This page tracks the task evidence and will move when it moves.
Retraining out of a job that is holding up
On this evidence I would not spend money leaving. Spend it on the layer around the job instead: the tools, the paperwork, the planning. That is where the change actually is.
The “obvious” next job everyone suggests
I checked the obvious moves and most of them did not survive. The reasons are printed with the routes above, including the pay and the gate. A move that fails on the numbers is worth knowing about so you can stop turning it over at night.

You are reading the United States figures

The United Kingdom splits this work across more than one official group, of which Energy plant operatives is the closest. The pay and employment figures are not directly comparable, and we do not average them together.

Switch to the United Kingdom page →partial match

In UK official statistics this job is counted as Energy plant operatives. Pay and employment stay on this page’s own group; the task list and the scores do not cross over.

Your route through this

Where to go next, and what it costs

Free, and complete

The moves above cost nothing. These are the real services that go with them: public, government-funded, and free at the point of use. Nothing on this page is behind an email address or a payment.

Anywhere in the US:
CareerOneStop - Find local training
Search what's running near you, from the Labor Department's own database, before anyone sells you a course.
Free to search; individual programs vary, and some are funded
Anywhere in the US:
American Job Center locator
An American Job Center will sit down with you for free. Find yours by ZIP code.
Free
- CareerOneStop local help hub
Anywhere in the US:
CareerOneStop - Licensed occupations finder
Check what your state actually requires before you pay for anything.
Free
Anywhere in the US:
CareerOneStop
Free

No Space for this job, but one for what is happening to it

Nothing Collab365 runs is built for power plant operators, and we are not going to point you at the nearest one and call it a fit.

There is one that is not about a job title at all. The AI Authority is about being the person who directs these tools at work rather than the person they get compared to. That is worth saying here, because 8% of the work on this page is already inside what they can do.

Try The AI Authority free →

7 days free, no card needed. Explore up to 2 Spaces before you choose a plan: you pick a plan later, not now.

The AI Authority is a general community about working with AI, not a course for power plant operators. You do not need it to act on anything here: the moves above cost nothing and stand on their own. The data on this page is the same either way.

Noted, and thank you. We’ll email you if a Space for power plant operators launches. Nothing else.

That did not look like an email address, so nothing was saved. Have another go below.

We could not save that. The fault is ours, not yours, and your address was not stored. Please try again later.

No Space for power plant operators yet. Should there be one?

Collab365 Spaces is built by the same people as this site. We find the problems that AI and automation are creating inside one kind of work, then solve them as short courses, briefings and Blueprints. Each Space is the community too, so the research and the people doing your job are in the same place.

What a Space actually is, in full

Collab365 launches new communities where the need is real. If one for power plant operators existed, with researched problems, courses and people in the same boat, would you want in?

Your email

We use your email address for one thing: to tell you if a Space for power plant operators launches. We never sell it, never use it for unrelated marketing, and every email has a one-click unsubscribe. Our privacy policy has the full version.

This unlocks nothing. Every figure, every row and every step on this page is already yours, whether you fill this in or not.

No deadline on any of this. The page will still be here, and the data is refreshed on a published schedule rather than when someone wants a headline.

Questions people ask about this job

Will AI replace Power Plant Operators?: Not as a job, but it is already doing parts of the work. Across the 69 official task statements scored for Power Plant Operators (United States, SOC 51-8013), 8% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 13 out of 100 (range 10–18, band: minimal). That is a statement about tasks, not about headcount: this measures what AI could do, not whether any employer adopts it, whether the law allows it, or whether doing the routine parts faster creates more demand for the human parts. Figures are from release 2026-q4.1.
Which tasks in “Power Plant Operators” can AI already do?: The highest-scoring tasks in release 2026-q4.1 are: “Verify that well field monitoring data conforms to applicable regulations” (81/100, very high); “Record and compile operational data by completing and maintaining forms, logs, or reports” (75/100, high); “Record or report operational data, such as readings on meters, instruments, and gauges” (75/100, high). Each score comes from five published 0–4 ratings turned into a number by a published formula, and each carries the model's one-sentence reason on the page.
Which tasks in “Power Plant Operators” stay human?: About 85% of this job's task weight sits in work that scores low for AI exposure. The lowest-scoring tasks in release 2026-q4.1 are: “Repair or replace gas piping” (0/100, minimal); “Operate landfill gas, methane, or natural gas fueled electrical generation systems” (0/100, minimal); “Operate heavy equipment, such as bulldozers and front-end loaders” (0/100, minimal). Low scores usually mean the task needs a body in a room, a legally accountable human, or trust built in real time. Those are the three things the scoring rubric treats as gates rather than obstacles.
What should someone working in “Power Plant Operators” do about AI?: Start from the ledger rather than the headline: 8% of this job's weighted core work is exposed, and roughly 85% is not. The practical move is to spend more of your week on the tasks that score low, the ones above, and to get fluent at directing AI through the tasks that score high, because those are the parts that change whether or not you are ready for them. This page does not predict your job, and nothing here is career advice tailored to you: the score describes the occupation, not the person.
How is the AI exposure score for Power Plant Operators calculated?: Each official task statement for the occupation is rated on five published 0–4 dimensions (output replicability, physical embodiment, licensed accountability, real-time human trust, and data availability) by claude-opus-5 using scoring prompt task_scoring_v1.0. The model never writes the score; a published formula turns the five ratings into a 0–100 number, so every score can be recomputed by hand. The occupation figure is the importance-weighted mean across 69 scored tasks. The prompt, the rubric, the formula and the full dataset are published at https://futureproof.collab365.com/method and https://futureproof.collab365.com/data/2026-q4.1 under CC BY 4.0.

Where these numbers come from

Worth knowing about these figures

The match between this job and its counterpart in the other country is partial, so the two pages count slightly different groups of people.
2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in the free routes below; none is presented as a measurement for this job.
Task clusters are not derived in this release, so the task-cluster field is empty and no Collab365 Space routing is attached to this occupation yet.

Task statements: onet-dbProcessing: catalogue-bridge → onet-im-rt-weighting → task-scoring → score-aggregation
Task weights: onet-db (im-rt-with-imputed)
Scores: Rubric task_scoring_v1.0, model claude-opus-5, computed 2026-08-05.
Pay and employment: bls-oews (May 2025 estimates (national_M2025_dl.xlsx))bls-oews (May 2025 estimates (national_M2025_dl.xlsx))

Figures on this page come from release 2026-q4.1, published 2026-08-05. Every release keeps its own permanent address, so a figure you cite in March is still there, unchanged, in November.

The plain-English wording on this page is assembled directly from the task statements and the published ratings, not written by hand for this occupation. That is why it is specific, and it is also why we say so.

The routes and free resources further up are today’s, not the release’s (last reviewed 2026-08-05). A route is an offer, not a historical fact, so it moves on its own clock.

How we score a job Download this release Look up another job

Using these figures?

Cite this

Everything on this site is published under CC BY 4.0. Quote it, chart it, sell something built on it. Just say where it came from, and cite the dated release rather than the site, so the figure you quote stays checkable.

Plain text

Collab365 (2026). Collab365 Futureproof: task-level AI exposure for US and UK occupations, release 2026-q4.1 (methodVersion 2.0.0, promptVersion task_scoring_v1.0). https://futureproof.collab365.com/data/2026-q4.1. Licensed CC BY 4.0. Built with O*NET data (USDOL/ETA, CC BY 4.0); ONS data (Open Government Licence v3.0); GAISI task framework (arXiv:2507.22748, MIT); BLS data (public domain).

BibTeX

@misc{collab365futureproof2026q41,
  title        = {Collab365 Futureproof: task-level AI exposure for US and UK occupations, release 2026-q4.1},
  author       = {{Collab365}},
  year         = {2026},
  url          = {https://futureproof.collab365.com/data/2026-q4.1},
  note         = {Release 2026-q4.1, methodVersion 2.0.0, promptVersion task_scoring_v1.0, CC BY 4.0}
}

Permalink

https://futureproof.collab365.com/data/2026-q4.1

Data as of release 2026-q4.1, published 2026-08-05. Releases never change after publication; when the figures move, a new dated release is published beside this one and this one stays exactly where it is.