Monitor equipment operation to ensure proper functioning with AI?

Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders spend the most time on it, about 2h a shift. Of the 35 jobs that do it, 14 have AI or robot evidence.

Home / Tasks / Monitor equipment operation to ensure proper functioning

In 14 of the 35 jobs that do this, AI or robots already show up on it, most often as robots doing it. In the other 21, there's no evidence yet. Jobs spend a median of 35m of an 8-hour shift on it, and about 3.7 million U.S. workers hold these jobs.

21No evidence yet
14Robots

Every job that does this

Each job words the task its own way. Minutes are that job's estimate for a typical shift; the label is the evidence for that job's version.

Job and its version of the taskPer shiftEvidence
Furnace, Kiln, Oven, Drier, and Kettle Operators and TendersMonitor equipment operation, gauges, and panel lights to detect deviations from standards.2hNo evidence yet
Crushing, Grinding, and Polishing Machine Setters, Operators, and TendersObserve operation of equipment to ensure continuity of flow, safety, and efficient operation, and to detect malfunctions.1h 54mRobots
Nuclear Power Reactor OperatorsMonitor all systems for normal running conditions, performing activities such as checking gauges to assess output or the effects of generator loading on other equipment.1h 38mNo evidence yet
Wellhead PumpersMonitor pumps and flow lines for gas and fluid leaks.1h 18mRobots
Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass FibersObserve machine operations, control boards, and gauges to detect malfunctions such as clogged bushings and defective binder applicators.1h 18mNo evidence yet
Petroleum Pump System Operators, Refinery Operators, and GaugersMonitor process indicators, instruments, gauges, and meters to detect and report any possible problems.1h 13mRobots
Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and TendersMonitor machine operations and observe lights and gauges to detect malfunctions.1h 10mRobots
Mixing and Blending Machine Setters, Operators, and TendersObserve production or monitor equipment to ensure safe and efficient operation.1h 4mRobots
Printing Press OperatorsMonitor automated press operation systems and respond to fault, error, or alert messages.53mNo evidence yet
Textile Bleaching and Dyeing Machine Operators and TendersObserve display screens, control panels, equipment, and cloth entering or exiting processes to determine if equipment is operating correctly.53mNo evidence yet
BakersCheck equipment to ensure that it meets health and safety regulations, and perform maintenance or cleaning, as necessary.52mNo evidence yet
Computer Numerically Controlled Tool OperatorsMonitor machine operation and control panel displays, and compare readings to specifications to detect malfunctions.47mRobots
Sawing Machine Setters, Operators, and Tenders, WoodMonitor sawing machines, adjusting speed and tension and clearing jams to ensure proper operation.46mNo evidence yet
Office Machine OperatorsMonitor machine operation, and make adjustments as necessary to ensure proper operation.44mNo evidence yet
First-Line Supervisors of Production and Operating WorkersObserve work and monitor gauges, dials, and other indicators to ensure that operators conform to production or processing standards.43mNo evidence yet
Stationary Engineers and Boiler OperatorsObserve and interpret readings on gauges, meters, and charts registering various aspects of boiler operation to ensure that boilers are operating properly.36mRobots
Power Distributors and DispatchersMonitor and record switchboard or control board readings to ensure that electrical or steam distribution equipment is operating properly.36mNo evidence yet
Rolling Machine Setters, Operators, and Tenders, Metal and PlasticManipulate controls and observe dial indicators to monitor, adjust, and regulate speeds of machine mechanisms.35mRobots
Cooling and Freezing Equipment Operators and TendersRead dials and gauges on panel control boards to ascertain temperatures, alkalinities, and densities of mixtures, and turn valves to obtain specified mixtures.30mRobots
MachinistsMonitor the feed and speed of machines during the machining process.29mRobots
Plating Machine Setters, Operators, and Tenders, Metal and PlasticObserve gauges to ensure that machines are operating properly, making adjustments or stopping machines when problems occur.29mNo evidence yet
Utilities Meter ReadersInspect meters for unauthorized connections, defects, and damage, such as broken seals.25mRobots
Captains, Mates, and Pilots of Water VesselsInspect vessels to ensure efficient and safe operation of vessels and equipment and conformance to regulations.20mNo evidence yet
Coating, Painting, and Spraying Machine Setters, Operators, and TendersObserve machine gauges and equipment operation to detect defects or deviations from standards, and make adjustments as necessary.18mNo evidence yet
Welding, Soldering, and Brazing Machine Setters, Operators, and TendersObserve meters, gauges, or machine operations to ensure that soldering or brazing processes meet specifications.18mNo evidence yet
Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and TendersObserve bobbins as they are winding and cut threads to remove loaded bobbins, using knives.18mNo evidence yet
Gas Plant OperatorsMonitor transportation and storage of flammable and other potentially dangerous products to ensure that safety guidelines are followed.18mRobots
Pump OperatorsTend auxiliary equipment such as water treatment and refrigeration units, and heat exchangers.17mNo evidence yet
Inspectors, Testers, Sorters, Samplers, and WeighersRead dials or meters to verify that equipment is functioning at specified levels.12mNo evidence yet
Manufacturing PottersStart machine units and conveyors and observe lights and gauges on panel board to verify operational efficiency.12mRobots
Biomass Power Plant ManagersMonitor and operate communications systems, such as mobile radios.11mNo evidence yet
Mail Clerks and Mail Machine OperatorsStart machines that automatically feed plates, stencils, or tapes through mechanisms, and observe machine operations to detect any malfunctions.6mNo evidence yet
Billing and Posting ClerksMonitor equipment to ensure proper operation.6mNo evidence yet
Power Plant OperatorsPlace standby emergency electrical generators on line in emergencies and monitor the temperature, output, and lubrication of the system.6mRobots
Public Safety TelecommunicatorsTest and adjust communication and alarm systems, and report malfunctions to maintenance units.5mNo evidence yet

How to read this

This task type comes from O*NET's detailed work activities, which link similar tasks across jobs. A label applies to one job's version of the task: AI use comes from real AI conversations (Anthropic Economic Index) and robot evidence from deployments in real workplaces. "No evidence yet" may just mean the task is rare in the data. How we keep time.

See all 250 shared tasks, or find any job on the big clock.