Monitor machine operations and observe lights and gauges to detect malfunctions.

“Monitor machine operations and observe lights and gauges to detect malfunctions.” is a core task performed by Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders. Among the occupation's 28 rated tasks, workers place it 24th by importance (#5 most important). About 94% of workers say it is relevant to their job.

This is a single occupation-specific task statement from O*NET. The figures below describe how central the task is to the job and what independent studies measure about AI and this kind of work — not a prediction that the task will be automated.

Work activities this task rolls up to

O*NET groups concrete tasks into broader work activities shared across many occupations.

• Monitor equipment operation. in Monitoring Processes, Materials, or Surroundings

AI exposure

The OpenAI / Eloundou “GPTs are GPTs” study rates this task E0. No direct exposure — current language models give little or no time savings on this task.

Exposure measures whether a model could meaningfully speed the task up — it is an estimate of overlap with model capabilities, not a measure of whether the work will be done by software. The study's intermediate score (β) for this task is 0.00. Automation potential label: T1.

Other tasks in this occupation

• Adjust machine components to regulate speeds, pressures, and temperatures, and amounts, dimensions, and flow of materials or ingredients. · importance 4.5
• Press control buttons to activate machinery and equipment. · importance 4.5
• Examine, measure, and weigh materials or products to verify conformance to standards, using measuring devices such as templates, micrometers, or scales. · importance 4.5
• Activate machines to shape or form products, such as candy bars, light bulbs, balloons, or insulation panels. · importance 4.5
• Notify supervisors when extruded filaments fail to meet standards. · importance 4.4
• Clear jams, and remove defective or substandard materials or products. · importance 4.4
• Record and maintain production data, such as meter readings, and quantities, types, and dimensions of materials produced. · importance 4.4
• Select and install machine components, such as dies, molds, and cutters, according to specifications, using hand tools and measuring devices. · importance 4.4
• Review work orders, specifications, or instructions to determine materials, ingredients, procedures, components, settings, and adjustments for extruding, forming, pressing, or compacting machines. · importance 4.4
• Turn controls to adjust machine functions, such as regulating air pressure, creating vacuums, and adjusting coolant flow. · importance 4.3
• Clean dies, arbors, compression chambers, and molds, using swabs, sponges, or air hoses. · importance 4.3
• Send product samples to laboratories for analysis. · importance 4.3
• Synchronize speeds of sections of machines when producing products involving several steps or processes. · importance 4.2
• Couple air and gas lines to machines to maintain plasticity of material and to regulate solidification of final products. · importance 4.1

See all tasks on the Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders page.

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-task-12446,
  title  = {Monitor machine operations and observe lights and gauges to detect malfunctions.},
  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/tasks/task-12446}
}