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Diagnose system or equipment problems

Work activity · O*NET

Diagnose system or equipment problems is an intermediate work activity in the O*NET database — a concrete task that recurs across many occupations , grouped under Making Decisions and Solving Problems. 27 occupations report doing it as part of their work.

What it involves

The most common detailed activities O*NET records under this category, ranked by how many occupation tasks map to each.

  • Troubleshoot equipment or systems operation problems
  • Diagnose equipment malfunctions
  • Determine causes of operational problems or failures

How AI is applied to this activity

Microsoft's "Working with AI" study mapped real Bing Copilot conversations to O*NET work activities. The figures below are their measurements for this activity — they describe how AI is used today in one assistant's data, not a forecast that the activity will be automated.

AI completes it successfully 91.0% When Copilot attempts this activity, how often it finishes the task
Scope AI handles 32.7% How much of the activity AI carries within a conversation
Positive user feedback 65.7% Share of interactions users rated positively
How often AI is applied here 81st pct Percentile across all measured activities by how often AI performs them

Source: Microsoft "Working with AI" (working-with-ai). A high completion rate means AI can assist the activity in isolation — it does not mean an occupation that performs it is being automated, since every job blends many activities.

Detailed work activities

The more granular units of work O*NET groups under this activity, ordered by how many occupations perform them.

Occupations that perform this activity

Ranked by how many of the occupation's tasks map to this activity.

Occupation Tasks
Manufacturing Engineers 3
Librarians and Media Collections Specialists 2
Aircraft Mechanics and Service Technicians 1
Automotive Service Technicians and Mechanics 1
Avionics Technicians 1
Bus and Truck Mechanics and Diesel Engine Specialists 1
Chemical Engineers 1
Chemists 1
Electrical and Electronics Repairers, Commercial and Industrial Equipment 1
Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic 1
Fire-Prevention and Protection Engineers 1
Gas Plant Operators 1
Geothermal Technicians 1
Hydroelectric Plant Technicians 1
Machinists 1
Maintenance and Repair Workers, General 1
Millwrights 1
Mobile Heavy Equipment Mechanics, Except Engines 1
Nuclear Power Reactor Operators 1
Power Plant Operators 1
Robotics Technicians 1
Sales Engineers 1
Semiconductor Processing Technicians 1
Stationary Engineers and Boiler Operators 1
Telecommunications Equipment Installers and Repairers, Except Line Installers 1
Transportation Planners 1
Wind Turbine Service Technicians 1
Exposure quadrant: AI task-overlap percentile vs Median pay AI task-overlap (horizontal) versus median pay (vertical), each as a percentile across all scored occupations, for 27 occupations in occupations that perform Diagnose system or equipment problems.. Overlap measures shared tasks with AI, not automation. Lower overlap · higher pay Higher overlap · higher pay Higher overlap · lower pay Lower overlap · lower pay Millwrights Bus and Truck Mechanics and Diesel Engine Specialists Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic Maintenance and Repair Workers, General Aircraft Mechanics and Service Technicians Hydroelectric Plant Technicians Automotive Service Technicians and Mechanics Gas Plant Operators Stationary Engineers and Boiler Operators Machinists Telecommunications Equipment Installers and Repairers, Except Line Installers Nuclear Power Reactor Operators Robotics Technicians Chemists Chemical Engineers Manufacturing Engineers Fire-Prevention and Protection Engineers AI task-overlap percentile → ↑ Median pay
Occupations that perform Diagnose system or equipment problems., by AI task-overlap and median pay

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.

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

Cite this page
Plain

Singulariki. "Diagnose system or equipment problems." Singulariki: a source-backed encyclopedia of work. Built from O*NET 30.3; Microsoft “Working with AI” working-with-ai. Accessed June 7, 2026. https://singulariki.com/activities/diagnose-system-or-equipment-problems

APA

Singulariki. (2026). Diagnose system or equipment problems. Singulariki: a source-backed encyclopedia of work. Retrieved June 7, 2026, from https://singulariki.com/activities/diagnose-system-or-equipment-problems

BibTeX
@misc{singulariki-diagnose-system-or-equipment-problems,
  title  = {Diagnose system or equipment problems},
  author = {{Singulariki}},
  year   = {2026},
  note   = {O*NET 30.3; Microsoft “Working with AI” working-with-ai. Accessed June 7, 2026},
  url    = {https://singulariki.com/activities/diagnose-system-or-equipment-problems}
}

Citations name the underlying public dataset releases — they reflect what this page is built from, not just the URL.