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Balam Labs
ISCO-08 8182

Steam engine and boiler operators

17.3%
ADI · 314th of 433 · 95% interval 2.9–34.3

An AI agent can at least partly carry out 17.3% of the task time of steam engine and boiler operators, and finish 0.0% alone. The barrier that holds most of the rest back is access to the systems the work runs on.

ADI · partial or full17.3%

314th of 433 · interval 2.9–34.3

ADI3 · full delegation0.0%

201st of 433 · interval 0.0–0.0

ADIs · share of time28.3%

250th of 433 · interval 21.6–34.6

Evidence25

task statements rated by two models and weighted by importance and frequency. World employment: 0.2 million.

Task weight by level

How the tasks rate

30%
52%
17%
L0No meaningful role · 30.4%L1Augmentation · 52.3%L2Partial delegation · 17.3%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence93%
Accountability71%
Trust and care6%
Access to systems94%

Share of task weight flagged by each barrier; a task can carry several.

25 task statements, heaviest first
Task statement (O*NET occupation)Sonnet · HaikuBarriers
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.Stationary Engineers and Boiler Operators5.7%L1L1L220%4.4 hPhysical presence, Accountability, Access to systems
Monitor boiler water, chemical, and fuel levels, and make adjustments to maintain required levels.Stationary Engineers and Boiler Operators5.6%L1L1L235%30 minPhysical presence, Accountability, Access to systems
Maintain daily logs of operation, maintenance, and safety activities, including test results, instrument readings, and details of equipment malfunctions and maintenance work.Stationary Engineers and Boiler Operators5.4%L2L2L258%38 minPhysical presence, Accountability, Access to systems
Observe and interpret readings on gauges, meters, and charts registering various aspects of boiler operation to ensure that boilers are operating properly.Stationary Engineers and Boiler Operators5.3%L2L2L245%22 minPhysical presence, Accountability, Access to systems
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.Stationary Engineers and Boiler Operators5.2%L1L1L225%22 minPhysical presence, Accountability, Access to systems
Adjust controls and/or valves on equipment to provide power, and to regulate and set operations of system or industrial processes.Stationary Engineers and Boiler Operators5.0%L1L1L228%30 minPhysical presence, Accountability, Access to systems
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.Stationary Engineers and Boiler Operators4.8%L1L1L230%4.3 hPhysical presence, Accountability, Access to systems
Analyze problems and take appropriate action to ensure continuous and reliable operation of equipment and systems.Stationary Engineers and Boiler Operators4.8%L1L1L235%1.0 hPhysical presence, Accountability, Access to systems
Fire coal furnaces by hand or with stokers and gas- or oil-fed boilers, using automatic gas feeds or oil pumps.Stationary Engineers and Boiler Operators · supplemental task4.8%L0L0L19%45 minPhysical presence, Accountability, Access to systems
Supervise the work of assistant stationary engineers, turbine operators, boiler tenders, or air conditioning and refrigeration operators and mechanics.Stationary Engineers and Boiler Operators · supplemental task4.5%L1L1L230%1.5 hPhysical presence, Accountability, Trust and care, Access to systems
Test boiler water quality or arrange for testing and take necessary corrective action, such as adding chemicals to prevent corrosion and harmful deposits.Stationary Engineers and Boiler Operators4.4%L1L1L230%38 minPhysical presence, Accountability, Access to systems
Operate mechanical hoppers and provide assistance in their adjustment and repair.Stationary Engineers and Boiler Operators · supplemental task4.2%L0L0L19%45 minPhysical presence, Accountability, Access to systems
Develop operation, safety, and maintenance procedures or assist in their development.Stationary Engineers and Boiler Operators4.0%L2L2L265%4.0 hAccountability, Access to systems
Weigh, measure, and record fuel used.Stationary Engineers and Boiler Operators3.9%L1L1L238%20 minPhysical presence, Access to systems
Clean and lubricate boilers and auxiliary equipment and make minor adjustments as needed, using hand tools.Stationary Engineers and Boiler Operators3.9%L0L0L16%1.5 hPhysical presence, Accountability, Access to systems
Show the other 10 tasks
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Switch from automatic to manual controls and isolate equipment mechanically and electrically to allow for safe inspection and repair work.Stationary Engineers and Boiler Operators3.5%L0L0L110%52 minPhysical presence, Accountability, Access to systems
Receive instructions from steam engineers regarding steam plant and air compressor operations.Stationary Engineers and Boiler Operators3.4%L0L0L115%12 minPhysical presence, Accountability, Access to systems
Test electrical systems to determine voltages, using voltage meters.Stationary Engineers and Boiler Operators3.3%L0L0L110%25 minPhysical presence, Accountability, Access to systems
Perform or arrange for repairs, such as complete overhauls, replacement of defective valves, gaskets, or bearings, or fabrication of new parts.Stationary Engineers and Boiler Operators3.3%L1L1L225%5.5 hPhysical presence, Accountability, Access to systems
Check the air quality of ventilation systems and make adjustments to ensure compliance with mandated safety codes.Stationary Engineers and Boiler Operators3.1%L1L1L235%1.3 hPhysical presence, Accountability, Access to systems
Contact equipment manufacturers or appropriate specialists when necessary to resolve equipment problems.Stationary Engineers and Boiler Operators2.6%L2L2L262%38 minAccess to systems
Provide assistance to plumbers in repairing or replacing water, sewer, or waste lines, and in daily maintenance activities.Stationary Engineers and Boiler Operators2.6%L0L0L114%3.0 hPhysical presence, Accountability, Access to systems
Install burners and auxiliary equipment, using hand tools.Stationary Engineers and Boiler Operators2.5%L0L0L05%6.0 hPhysical presence, Accountability, Access to systems
Ignite fuel in burners, using torches or flames.Stationary Engineers and Boiler Operators · supplemental task2.2%L0L0L01%10 minPhysical presence, Accountability, Access to systems
Investigate and report on accidents.Stationary Engineers and Boiler Operators · supplemental task2.0%L1L1L242%4.0 hPhysical presence, Accountability, Trust and care, Access to systems

Level: consensus of the two models (the lower level when they disagree). Share: part of the task’s working time an agent could take over. Human time: minutes a competent person needs for one instance, as estimated by the models.

Against other measures

Exposure is not delegation

MeasureValuePercentilePct
ADI (this index)17.3%28
Eloundou et al. (2024), GPT exposure β0.12724
Felten et al. (2021), AI occupational exposure-0.50339
Webb (2020), AI patent exposure7567
Eisfeldt et al. (2026), generative AI exposure0.0832
Anthropic Economic Index, observed use016

Earlier indices measure whether AI can touch a task; ADI measures how much of it an agent can carry out from a goal. – : the source does not cover this occupation.

Same sub-major group (81)

Neighbouring occupations

Dashed line: steam engine and boiler operators (17.3%).

Cite this record
Text

Espinal Maya, Cristian, and Santiago Jiménez Londoño. 2026. ADI v2026.1: Agent Delegability Index data, code and MCP server. Zenodo. https://doi.org/10.5281/zenodo.23552918. Record: Steam engine and boiler operators (ISCO-08 8182), https://balamlabs.org/adi/occupations/8182

BibTeX
@misc{espinal2026adidata,
  title     = {{ADI} v2026.1: Agent Delegability Index data, code and {MCP} server},
  author    = {Espinal Maya, Cristian and Jim{\'e}nez Londo{\~n}o, Santiago},
  year      = {2026},
  publisher = {Zenodo},
  version   = {v2026.1},
  doi       = {10.5281/zenodo.23552918},
  url       = {https://doi.org/10.5281/zenodo.23552918},
  note      = {Record: Steam engine and boiler operators (ISCO-08 8182)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/8182.json.