Tend and observe equipment and machinery to verify efficient and safe operation.

“Tend and observe equipment and machinery to verify efficient and safe operation.” is a core task performed by Helpers--Installation, Maintenance, and Repair Workers. Among the occupation's 16 rated tasks, workers place it 14th by importance (#3 most important). About 96% 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: T0.

Other tasks in this occupation

• Install or replace machinery, equipment, and new or replacement parts and instruments, using hand or power tools. · importance 4.0
• Examine and test machinery, equipment, components, and parts for defects to ensure proper functioning. · importance 4.0
• Adjust, connect, or disconnect wiring, piping, tubing, and other parts, using hand or power tools. · importance 3.9
• Assemble and maintain physical structures, using hand or power tools. · importance 3.9
• Clean or lubricate vehicles, machinery, equipment, instruments, tools, work areas, and other objects, using hand tools, power tools, and cleaning equipment. · importance 3.9
• Hold or supply tools, parts, equipment, and supplies for other workers. · importance 3.8
• Diagnose electrical problems and install and rewire electrical components. · importance 3.8
• Disassemble broken or defective equipment to facilitate repair and reassemble equipment when repairs are complete. · importance 3.8
• Position vehicles, machinery, equipment, physical structures, and other objects for assembly or installation, using hand tools, power tools, and moving equipment. · importance 3.7
• Transfer tools, parts, equipment, and supplies to and from work stations and other areas. · importance 3.7
• Adjust, maintain, and repair tools, equipment, and machines, and assist more skilled workers with similar tasks. · importance 3.6
• Order new parts to maintain inventory. · importance 3.6
• Apply protective materials to equipment, components, and parts to prevent defects and corrosion. · importance 3.6
• Prepare work stations for use by mechanics and repairers. · importance 3.3

See all tasks on the Helpers--Installation, Maintenance, and Repair Workers 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-3080,
  title  = {Tend and observe equipment and machinery to verify efficient and safe operation.},
  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-3080}
}