Monitor equipment operation to ensure proper functioning.

Monitor equipment operation to ensure proper functioning. is a detailed work activity in O*NET — a concrete unit of work shared across 35 occupations and seen in 40 occupation-specific tasks. It rolls up into the broader work activity Monitor equipment operation. in Monitoring Processes, Materials, or Surroundings .

Detailed work activities are the most granular shared layer in O*NET's work-activity hierarchy (Generalized → Intermediate → Detailed → occupation-specific task). The figures below describe how this activity shows up across the economy and what independent studies measure about AI and this kind of work — not a prediction that the work will be automated.

AI exposure

Of the 40 tasks under this activity that the OpenAI / Eloundou “GPTs are GPTs” study rated, 7 (18%) are flagged as directly exposed to language models (E1) or exposed via model-powered tools (E2).

Exposure estimates overlap with model capabilities — whether a model could speed the task up — not whether the work will be done by software. Observed AI use is augmentation and assistance today, not jobs replaced.

Member tasks

Occupation-specific tasks O*NET maps to this detailed work activity, most important first.

• Monitor all systems for normal running conditions, performing activities such as checking gauges to assess output or the effects of generator loading on other equipment. · Nuclear Power Reactor Operators · importance 4.7 · no direct exposure
• Monitor equipment functioning, observe temperature, level, and flow gauges, and perform regular unit checks to ensure that all equipment is operating as it should. · Gas Plant Operators · importance 4.7 · no direct exposure
• Monitor or operate boilers, turbines, wells, or auxiliary power plant equipment. · Nuclear Power Reactor Operators · importance 4.7 · no direct exposure
• Start machine units and conveyors and observe lights and gauges on panel board to verify operational efficiency. · Potters, Manufacturing · importance 4.6 · no direct exposure
• Monitor pumps and flow lines for gas and fluid leaks. · Wellhead Pumpers · importance 4.6 · no direct exposure
• Inspect vessels to ensure efficient and safe operation of vessels and equipment and conformance to regulations. · Captains, Mates, and Pilots of Water Vessels · importance 4.6 · no direct exposure
• Observe bobbins as they are winding and cut threads to remove loaded bobbins, using knives. · Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders · importance 4.6 · no direct exposure
• Observe production or monitor equipment to ensure safe and efficient operation. · Mixing and Blending Machine Setters, Operators, and Tenders · importance 4.6 · no direct exposure
• Observe display screens, control panels, equipment, and cloth entering or exiting processes to determine if equipment is operating correctly. · Textile Bleaching and Dyeing Machine Operators and Tenders · importance 4.5 · no direct exposure
• Monitor and record switchboard or control board readings to ensure that electrical or steam distribution equipment is operating properly. · Power Distributors and Dispatchers · importance 4.5 · exposure with tools
• Monitor equipment operation, gauges, and panel lights to detect deviations from standards. · Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders · importance 4.5 · no direct exposure
• Monitor automated press operation systems and respond to fault, error, or alert messages. · Printing Press Operators · importance 4.5 · exposure with tools
• Monitor the feed and speed of machines during the machining process. · Machinists · importance 4.5 · no direct exposure
• Monitor machine operations and observe lights and gauges to detect malfunctions. · Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders · importance 4.5 · no direct exposure
• Check equipment to ensure that it meets health and safety regulations, and perform maintenance or cleaning, as necessary. · Bakers · importance 4.4 · no direct exposure
• Monitor machine operation and control panel displays, and compare readings to specifications to detect malfunctions. · Computer Numerically Controlled Tool Operators · importance 4.4 · no direct exposure
• Observe gauges to ensure that machines are operating properly, making adjustments or stopping machines when problems occur. · Plating Machine Setters, Operators, and Tenders, Metal and Plastic · importance 4.4 · no direct exposure
• Observe operation of equipment to ensure continuity of flow, safety, and efficient operation, and to detect malfunctions. · Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders · importance 4.3 · no direct exposure
• Monitor sawing machines, adjusting speed and tension and clearing jams to ensure proper operation. · Sawing Machine Setters, Operators, and Tenders, Wood · importance 4.3 · no direct exposure
• Read dials or meters to verify that equipment is functioning at specified levels. · Inspectors, Testers, Sorters, Samplers, and Weighers · importance 4.3 · exposure with tools
• 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 Operators · importance 4.3 · no direct exposure
• Monitor transportation and storage of flammable and other potentially dangerous products to ensure that safety guidelines are followed. · Gas Plant Operators · importance 4.3 · no direct exposure
• Monitor process indicators, instruments, gauges, and meters to detect and report any possible problems. · Petroleum Pump System Operators, Refinery Operators, and Gaugers · importance 4.3 · exposure with tools
• Manipulate controls and observe dial indicators to monitor, adjust, and regulate speeds of machine mechanisms. · Rolling Machine Setters, Operators, and Tenders, Metal and Plastic · importance 4.3 · no direct exposure
• Read dials and gauges on panel control boards to ascertain temperatures, alkalinities, and densities of mixtures, and turn valves to obtain specified mixtures. · Cooling and Freezing Equipment Operators and Tenders · importance 4.2 · no direct exposure
• Inspect meters for unauthorized connections, defects, and damage, such as broken seals. · Meter Readers, Utilities · importance 4.2 · no direct exposure
• Observe machine operations, control boards, and gauges to detect malfunctions such as clogged bushings and defective binder applicators. · Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers · importance 4.2 · no direct exposure
• Monitor machine operation, and make adjustments as necessary to ensure proper operation. · Office Machine Operators, Except Computer · importance 4.1 · no direct exposure
• Monitor machines that automatically measure, sort, or inspect products. · Inspectors, Testers, Sorters, Samplers, and Weighers · importance 4.0 · exposure with tools
• Observe work and monitor gauges, dials, and other indicators to ensure that operators conform to production or processing standards. · First-Line Supervisors of Production and Operating Workers · importance 4.0 · no direct exposure
• Test and adjust communication and alarm systems, and report malfunctions to maintenance units. · Public Safety Telecommunicators · importance 4.0 · direct LLM exposure
• Tend auxiliary equipment such as water treatment and refrigeration units, and heat exchangers. · Pump Operators, Except Wellhead Pumpers · importance 4.0 · no direct exposure
• Read automatic gauges at specified intervals to determine the flow rate of oil into or from tanks, and the amount of oil in tanks. · Petroleum Pump System Operators, Refinery Operators, and Gaugers · importance 4.0 · exposure with tools
• Observe machine gauges and equipment operation to detect defects or deviations from standards, and make adjustments as necessary. · Coating, Painting, and Spraying Machine Setters, Operators, and Tenders · importance 4.0 · no direct exposure
• Place standby emergency electrical generators on line in emergencies and monitor the temperature, output, and lubrication of the system. · Power Plant Operators · importance 3.9 · no direct exposure
• Observe meters, gauges, or machine operations to ensure that soldering or brazing processes meet specifications. · Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders · importance 3.7 · no direct exposure
• Start machines that automatically feed plates, stencils, or tapes through mechanisms, and observe machine operations to detect any malfunctions. · Mail Clerks and Mail Machine Operators, Except Postal Service · importance 3.7 · no direct exposure
• Check the air quality of ventilation systems and make adjustments to ensure compliance with mandated safety codes. · Stationary Engineers and Boiler Operators · importance 3.6 · no direct exposure
• Monitor equipment to ensure proper operation. · Billing and Posting Clerks · importance 3.5 · no direct exposure
• Monitor and operate communications systems, such as mobile radios. · Biomass Power Plant Managers · importance 3.3 · no direct exposure

Occupations that perform this

• Nuclear Power Reactor Operators
• Gas Plant Operators
• Potters, Manufacturing
• Wellhead Pumpers
• Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders
• Captains, Mates, and Pilots of Water Vessels
• Mixing and Blending Machine Setters, Operators, and Tenders
• Textile Bleaching and Dyeing Machine Operators and Tenders
• Power Distributors and Dispatchers
• Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders
• Printing Press Operators
• Machinists
• Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders
• Bakers
• Computer Numerically Controlled Tool Operators
• Plating Machine Setters, Operators, and Tenders, Metal and Plastic
• Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders
• Sawing Machine Setters, Operators, and Tenders, Wood
• Inspectors, Testers, Sorters, Samplers, and Weighers
• Stationary Engineers and Boiler Operators
• Petroleum Pump System Operators, Refinery Operators, and Gaugers
• Rolling Machine Setters, Operators, and Tenders, Metal and Plastic
• Cooling and Freezing Equipment Operators and Tenders
• Meter Readers, Utilities
• Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers
• Office Machine Operators, Except Computer
• First-Line Supervisors of Production and Operating Workers
• Public Safety Telecommunicators
• Pump Operators, Except Wellhead Pumpers
• Coating, Painting, and Spraying Machine Setters, Operators, and Tenders
• Power Plant Operators
• Mail Clerks and Mail Machine Operators, Except Postal Service
• Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders
• Billing and Posting Clerks
• Biomass Power Plant Managers

Sources for this page

Every figure above traces to a named public dataset and the exact release below — not hand-written opinion. See the full methodology for what each measure does and does not mean.

• O*NET 30.3 U.S. Department of Labor / National Center for O*NET Development
• “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130 OpenAI / academic

Data compiled June 2, 2026. Figures are estimates, not advice.

@misc{singulariki-monitor-equipment-operation-to-ensure-proper-functioning,
  title  = {Monitor equipment operation to ensure proper functioning.},
  author = {{Singulariki}},
  year   = {2026},
  note   = {O*NET 30.3; “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130. Accessed June 7, 2026},
  url    = {https://singulariki.com/detailed-activities/monitor-equipment-operation-to-ensure-proper-functioning}
}