Will AI replace stationary engineers and boiler operators?

The biggest change here is physical: systems like Unattended Machinery Space engine-room automation have done tasks such as “Operate or tend stationary engines, boilers, and auxiliary equipment” in real workplaces, about 4h 12m of a typical shift. Only 3h 48m of the shift has no AI or robot evidence. BLS expects about 3.1% more of these jobs by 2035.

Time card for stationary engineers and boiler operators showing a typical 8-hour shift: 3h 48m done by people, 4h 12m by robots.
Each mark is 5 minutes of a typical shift for stationary engineers and boiler operators, colored by who does that task today. Estimates from O*NET tasks and Anthropic Economic Index data. How it's made

Home / Production & factory / Stationary Engineers and Boiler Operators

Operate or maintain stationary engines, boilers, or other mechanical equipment to provide utilities for buildings or industrial processes. Operate equipment such as steam engines, generators, motors, turbines, and steam boilers.

Time card

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MineTask, by time spentHumanWith AIAIRobot
Operate or tend stationary engines, boilers, and auxiliary equipment, such as pumps, compressors, or air-conditioning equipment, to supply and maintain steam or heat for buildings, marine vessels, or pneumatic tools.1h 24m a shift · Robots deployed · e.g. Unattended Machinery Space (UMS / DNV E0, LR UMS) engine-room automation
Why this label?Marked Robot because Unattended Machinery Space (UMS / DNV E0, LR UMS) engine-room automation (in real use) has done this task in a real workplace. It shows a robot can do it somewhere, not that most stationary engineers and boiler operators work alongside one. How labels work
Monitor and inspect equipment, computer terminals, switches, valves, gauges, alarms, safety devices, and meters to detect leaks or malfunctions and to ensure that equipment is operating efficiently and safely.54m a shift · Robots deployed · e.g. Spot (Boston Dynamics) 'Energy Dog'
Why this label?Marked Robot because Spot (Boston Dynamics) 'Energy Dog' (in real use) has done this task in a real workplace. It shows a robot can do it somewhere, not that most stationary engineers and boiler operators work alongside one. How labels work
Perform or arrange for repairs, such as complete overhauls, replacement of defective valves, gaskets, or bearings, or fabrication of new parts.42m a shift · No AI or robot evidence found
Why this label?This is physical work, and no robot has been shown doing it yet. How labels work
Analyze problems and take appropriate action to ensure continuous and reliable operation of equipment and systems.36m a shift · No AI or robot evidence found
Why this label?This is physical work, and no robot has been shown doing it yet. How labels work
Observe and interpret readings on gauges, meters, and charts registering various aspects of boiler operation to ensure that boilers are operating properly.36m a shift · Robots deployed · e.g. Spot (with Smart Inspection analytics)
Why this label?Marked Robot because Spot (with Smart Inspection analytics) (in real use) has done this task in a real workplace. It shows a robot can do it somewhere, not that most stationary engineers and boiler operators work alongside one. How labels work
Maintain daily logs of operation, maintenance, and safety activities, including test results, instrument readings, and details of equipment malfunctions and maintenance work.36m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Monitor boiler water, chemical, and fuel levels, and make adjustments to maintain required levels.30m a shift · Robots deployed · e.g. Nalco 3D TRASAR Automation for Boilers with Corrosion Stress Monitor (paper mill steam plant)
Why this label?Marked Robot because Nalco 3D TRASAR Automation for Boilers with Corrosion Stress Monitor (paper mill steam plant) (in real use) has done this task in a real workplace. It shows a robot can do it somewhere, not that most stationary engineers and boiler operators work alongside one. How labels work
Clean and lubricate boilers and auxiliary equipment and make minor adjustments as needed, using hand tools.24m a shift · No AI or robot evidence found
Why this label?This is physical work, and no robot has been shown doing it yet. How labels work
Activate valves to maintain required amounts of water in boilers, to adjust supplies of combustion air, and to control the flow of fuel into burners.18m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for stationary engineers and boiler operators. How labels work
Test boiler water quality or arrange for testing and take necessary corrective action, such as adding chemicals to prevent corrosion and harmful deposits.18m a shift · Robots deployed · e.g. 3D TRASAR Technology for Boilers (with Nalco 360 monitoring)
Why this label?Marked Robot because 3D TRASAR Technology for Boilers (with Nalco 360 monitoring) (in real use) has done this task in a real workplace. It shows a robot can do it somewhere, not that most stationary engineers and boiler operators work alongside one. How labels work
Switch from automatic to manual controls and isolate equipment mechanically and electrically to allow for safe inspection and repair work.12m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for stationary engineers and boiler operators. How labels work
Adjust controls and/or valves on equipment to provide power, and to regulate and set operations of system or industrial processes.12m a shift · Robots deployed · e.g. tekWorx CEO (Control and Energy Optimization) chiller plant control
Why this label?Marked Robot because tekWorx CEO (Control and Energy Optimization) chiller plant control (in real use) has done this task in a real workplace. It shows a robot can do it somewhere, not that most stationary engineers and boiler operators work alongside one. How labels work
Check the air quality of ventilation systems and make adjustments to ensure compliance with mandated safety codes.12m a shift · Robots deployed · e.g. Spot with Spot CAM+IR and FLIR MUVE C360 gas payload
Why this label?Marked Robot because Spot with Spot CAM+IR and FLIR MUVE C360 gas payload (in real use) has done this task in a real workplace. It shows a robot can do it somewhere, not that most stationary engineers and boiler operators work alongside one. How labels work
Supervise the work of assistant stationary engineers, turbine operators, boiler tenders, or air conditioning and refrigeration operators and mechanics.12m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Develop operation, safety, and maintenance procedures or assist in their development.6m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Test electrical systems to determine voltages, using voltage meters.6m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for stationary engineers and boiler operators. How labels work
Contact equipment manufacturers or appropriate specialists when necessary to resolve equipment problems.6m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Weigh, measure, and record fuel used.6m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Receive instructions from steam engineers regarding steam plant and air compressor operations.6m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Install burners and auxiliary equipment, using hand tools.6m a shift · No AI or robot evidence found
Why this label?This is physical work, and no robot has been shown doing it yet. How labels work
Provide assistance to plumbers in repairing or replacing water, sewer, or waste lines, and in daily maintenance activities.6m a shift · No AI or robot evidence found
Why this label?This is physical work, and no robot has been shown doing it yet. How labels work
Fire coal furnaces by hand or with stokers and gas- or oil-fed boilers, using automatic gas feeds or oil pumps.6m a shift · Robots deployed · e.g. Babcock Wanson BW72H / BW3DAYS / BW7DAYS / BW720 unattended boiler operating systems
Why this label?Marked Robot because Babcock Wanson BW72H / BW3DAYS / BW7DAYS / BW720 unattended boiler operating systems (in real use) has done this task in a real workplace. It shows a robot can do it somewhere, not that most stationary engineers and boiler operators work alongside one. How labels work
Ignite fuel in burners, using torches or flames.6m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for stationary engineers and boiler operators. How labels work
Investigate and report on accidents.time not estimated · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Operate mechanical hoppers and provide assistance in their adjustment and repair.time not estimated · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for stationary engineers and boiler operators. How labels work

Clock history

  1. 4h 12m touchedFirst published: O*NET 30.1, Anthropic Economic Index (2025 usage and September 2026 robot study), BLS May 2025

When new data changes this clock, the date, the new numbers and the reason are logged here. Company news alone never moves the clock.

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Ask the clock

Will AI replace stationary engineers and boiler operators?

Some tasks are already being done by AI or machines; the rest still needs a person. About 4h 12m of a typical shift is made up of tasks that AI or robots have done on their own in real use somewhere. That doesn't mean those hours are automated in a typical workplace. The other 3h 48m (48%) stays with people. Separately, BLS expects about 3.1% more of these jobs by 2035 (all jobs: +3.5%).

What can AI already do for stationary engineers and boiler operators?

None of this job's tasks show regular AI use yet. That can mean the work is hands-on or in person, or simply that it rarely comes up in AI usage data.

Where do robots fit in?

For some tasks, yes. Robots have done 8 of this job's tasks in workplaces like this one, about 4h 12m of a typical shift. 5 more tasks have only been done in factory setups built around the machine, so they stay with people here. For 5 physical tasks, no robot has shown it can do the work yet.

  • Operate or tend stationary engines, boilers, and auxiliary equipment, such as pumps, compressors, or air-conditioning equipment, to supply and maintain steam or heat for buildings, marine vessels, or pneumatic tools. (1h 24m a shift; e.g. Unattended Machinery Space (UMS / DNV E0, LR UMS) engine-room automation, in use)
  • Monitor and inspect equipment, computer terminals, switches, valves, gauges, alarms, safety devices, and meters to detect leaks or malfunctions and to ensure that equipment is operating efficiently and safely. (54m a shift; e.g. Spot (Boston Dynamics) 'Energy Dog', in use)
  • Observe and interpret readings on gauges, meters, and charts registering various aspects of boiler operation to ensure that boilers are operating properly. (36m a shift; e.g. Spot (with Smart Inspection analytics), in use)
  • Monitor boiler water, chemical, and fuel levels, and make adjustments to maintain required levels. (30m a shift; e.g. Nalco 3D TRASAR Automation for Boilers with Corrosion Stress Monitor (paper mill steam plant), in use)
What still needs a person?

3h 48m of a typical shift, or 48%, goes to tasks with no AI or robot evidence yet. No AI usage or robot deployment has shown up for these so far. The biggest:

  • Perform or arrange for repairs, such as complete overhauls, replacement of defective valves, gaskets, or bearings, or fabrication of new parts. (42m a shift)
  • Analyze problems and take appropriate action to ensure continuous and reliable operation of equipment and systems. (36m a shift)
  • Maintain daily logs of operation, maintenance, and safety activities, including test results, instrument readings, and details of equipment malfunctions and maintenance work. (36m a shift)
  • Clean and lubricate boilers and auxiliary equipment and make minor adjustments as needed, using hand tools. (24m a shift)
  • Activate valves to maintain required amounts of water in boilers, to adjust supplies of combustion air, and to control the flow of fuel into burners. (18m a shift)
Why is that work hard to automate?

Much of it comes down to where and how the work happens. In-person, hands-on and high-stakes work is where AI and robots have made the least headway so far. In the official O*NET survey of people in this job:

  • 93% carry high or very high responsibility for other workers' safety
  • 75% work in very hot or cold conditions at least weekly
  • 71% say a mistake would be very or extremely serious
Are employers still hiring stationary engineers and boiler operators?

On Indeed, job postings in the Production & Manufacturing sector are at 124% of their February 2020 level (all U.S. postings: 104%), up 12.6% from a year earlier, as of Oct 9, 2026. BLS separately expects about 3,200 openings a year in this job through 2035. Across all U.S. postings, 7.3% now mention AI skills. Sector postings cover more than this one job and move for many reasons besides AI.

How much do stationary engineers and boiler operators make?

The median pay is about $78,620 a year ($37.80 an hour), 54% above the median for all U.S. jobs ($50,980). Most people in this job earn between $50,590 and $125,390 a year; that range covers the middle 80%. Pay figures are from BLS, May 2025, and vary a lot by state and employer. Pick a state to compare:

Is this job growing or shrinking?

BLS projects growth of 3.1% from 2025 to 2035, compared with 3.5% growth for all jobs. That's about 32,000 jobs in 2035. It expects about 3,200 openings a year, mostly from people retiring or changing careers. These projections don't single out AI as a cause.

How many stationary engineers and boiler operators are there in the U.S.?

About 28,000 people in the U.S., roughly 0.02% of all workers (BLS, May 2025). That makes it the 490th largest of the 796 jobs on this site. BLS expects about 32,000 in 2035.

What training do stationary engineers and boiler operators need?

The most common requirement is a post-secondary certificate: about 47% of people in the job said so in the official O*NET survey. O*NET rates the job at level 3 of 5 for preparation, which usually means: vocational school or associate's degree. Requirements vary by state and employer, especially for licensed work.

What should I learn to stay ahead of AI?

These come from the job's official skill ratings and from the tasks that AI and robots touch least today. Building them keeps you strong in the parts of the work that still need a person:

  • Skills that matter more here than in most jobs: Operations Monitoring, Repairing, Equipment Maintenance, Troubleshooting
  • Get strong at the parts of the job that stay with people (listed above), which take 3h 48m of a typical shift
  • Tools employers list: Microsoft Office software, Microsoft Active Server Pages ASP, Microsoft Excel, Microsoft Outlook, Microsoft PowerPoint
What other jobs could stationary engineers and boiler operators move into?

These use similar skills, with less of a typical shift touched by AI or robots. Matches come from 109 official ratings of skills, knowledge and work activities, and each needs the same or less preparation unless the official list relates the jobs directly:

  • Geothermal Technicians (51m touched, $49k median pay)
  • Control and Valve Installers and Repairers (19m touched, $74k median pay)
  • Gas Compressor and Gas Pumping Station Operators (46m touched, $77k median pay)
  • Power Plant Operators (3h 26m touched, $102k median pay)
  • Biofuels Processing Technicians (3h 42m touched, $62k median pay)
How solid are these numbers?

Each task carries its own evidence label. For this job: 8 with robots in real deployments, 17 with no AI or robot evidence found. The minutes per task are estimates, not measured hours, and "no evidence" doesn't prove a task is safe.

Tools in demand

  • Microsoft Active Server Pages ASP
  • SAP software

Plus everyday office tools: Microsoft Office software, Microsoft Excel, Microsoft Outlook, Microsoft PowerPoint, Microsoft Word.

Also called

Air Compressor Engineer, Air Compressor Operator, Air Conditioning Engineer (AC Engineer), Air Plant Engineer, Auxiliary Operator, Blowing Engineer, Boiler Engineer, Boiler Fireman, Boiler Operator, Boiler Plant Equipment Mechanic, Boiler Plant Operator, Boiler Room Operator, Boiler Service Technician (Boiler Service Tech), Boiler Technician (Boiler Tech)