Watch operating equipment to detect malfunctions with AI?

Rolling Machine Setters, Operators, and Tenders, Metal and Plastic spend the most time on it, about 1h 45m a shift. Of the 26 jobs that do it, 10 have AI or robot evidence.

Home / Tasks / Watch operating equipment to detect malfunctions

In 10 of the 26 jobs that do this, AI or robots already show up on it, most often as robots doing it. In the other 16, there's no evidence yet. Jobs spend a median of 41m of an 8-hour shift on it, and about 2.2 million U.S. workers hold these jobs.

16No evidence yet
10Robots

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
Rolling Machine Setters, Operators, and Tenders, Metal and PlasticMonitor machine cycles and mill operation to detect jamming and to ensure that products conform to specifications.1h 45mNo evidence yet
Paper Goods Machine Setters, Operators, and TendersObserve operation of various machines to detect and correct machine malfunctions such as improper forming, glue flow, or pasteboard tension.1h 26mNo evidence yet
Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and PlasticObserve machine operations to detect any problems, making necessary adjustments to correct problems.1h 24mNo evidence yet
Power Plant OperatorsMonitor power plant equipment and indicators to detect evidence of operating problems.1h 20mRobots
Adhesive Bonding Machine Operators and TendersMonitor machine operations to detect malfunctions and report or resolve problems.1h 8mNo evidence yet
Multiple Machine Tool Setters, Operators, and Tenders, Metal and PlasticObserve machine operation to detect workpiece defects or machine malfunctions, adjusting machines as necessary.1h 4mRobots
Print Binding and Finishing WorkersMonitor machine operations to detect malfunctions or to determine whether adjustments are needed.1hRobots
Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and PlasticObserve drilling or boring machine operations to detect any problems.56mNo evidence yet
Stationary Engineers and Boiler OperatorsMonitor 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.54mRobots
Tool Grinders, Filers, and SharpenersMonitor machine operations to determine whether adjustments are necessary, stopping machines when problems occur.49mRobots
Packaging and Filling Machine Operators and TendersMonitor the production line, watching for problems such as pile-ups, jams, or glue that isn't sticking properly.43mNo evidence yet
Cutting and Slicing Machine Setters, Operators, and TendersMonitor operation of cutting or slicing machines to detect malfunctions or to determine whether supplies need replenishment.43mNo evidence yet
Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and TendersObserve operations to detect defects, malfunctions, or supply shortages.41mRobots
Chemical Equipment Operators and TendersPatrol work areas to detect leaks or equipment malfunctions or to monitor operating conditions.34mRobots
Sewing Machine OperatorsMonitor machine operation to detect problems such as defective stitching, breaks in thread, or machine malfunctions.32mNo evidence yet
Food and Tobacco Roasting, Baking, and Drying Machine Operators and TendersObserve flow of materials and listen for machine malfunctions, such as jamming or spillage, and notify supervisors if corrective actions fail.31mNo evidence yet
Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass FibersStart metering pumps and observe operation of machines and equipment to ensure continuous flow of filaments extruded through spinnerettes and to detect processing defects.30mNo evidence yet
Photographic Process Workers and Processing Machine OperatorsMonitor equipment operation to detect malfunctions.21mNo evidence yet
Helpers for Production WorkersObserve equipment operations so that malfunctions can be detected, and notify operators of any malfunctions.19mNo evidence yet
Food BatchmakersObserve and listen to equipment to detect possible malfunctions, such as leaks or plugging, and report malfunctions or undesirable tastes to supervisors.18mRobots
Nuclear Power Reactor OperatorsNote malfunctions of equipment, instruments, or controls and report these conditions to supervisors.12mNo evidence yet
Computer Numerically Controlled Tool OperatorsListen to machines during operation to detect sounds such as those made by dull cutting tools or excessive vibration, and adjust machines to compensate for problems.12mRobots
Metal-Refining Furnace Operators and TendersObserve operations inside furnaces, using television screens, to ensure that problems do not occur.11mNo evidence yet
Petroleum Pump System Operators, Refinery Operators, and GaugersVerify that incoming and outgoing products are moving through the correct meters, and that meters are working properly.11mNo evidence yet
Food Cooking Machine Operators and TendersListen for malfunction alarms, and shut down equipment and notify supervisors when necessary.7mRobots
Welders, Cutters, Solderers, and BrazersDetect faulty operation of equipment or defective materials and notify supervisors.6mNo 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.