Operate transportation equipment to demonstrate function or malfunction.

Operate transportation equipment to demonstrate function or malfunction. is a detailed work activity in O*NET — a concrete unit of work shared across 3 occupations and seen in 3 occupation-specific tasks. It rolls up into the broader work activity Operate transportation equipment or vehicles. in Operating Vehicles, Mechanized Devices, or Equipment .

Detailed work activities are the most granular shared layer in O*NET's work-activity hierarchy (Generalized → Intermediate → Detailed → occupation-specific task). The figures below describe how this activity shows up across the economy and what independent studies measure about AI and this kind of work — not a prediction that the work will be automated.

AI exposure

Of the 3 tasks under this activity that the OpenAI / Eloundou “GPTs are GPTs” study rated, 0 (0%) are flagged as directly exposed to language models (E1) or exposed via model-powered tools (E2).

Exposure estimates overlap with model capabilities — whether a model could speed the task up — not whether the work will be done by software. Observed AI use is augmentation and assistance today, not jobs replaced.

Member tasks

Occupation-specific tasks O*NET maps to this detailed work activity, most important first.

• Test drive vehicles and test components and systems, using equipment such as infrared engine analyzers, compression gauges, and computerized diagnostic devices. · Automotive Service Technicians and Mechanics · importance 4.4 · no direct exposure
• Operate and inspect machines or heavy equipment to diagnose defects. · Mobile Heavy Equipment Mechanics, Except Engines · importance 4.4 · no direct exposure
• Test drive trucks and buses to diagnose malfunctions or to ensure that they are working properly. · Bus and Truck Mechanics and Diesel Engine Specialists · importance 4.0 · no direct exposure

Occupations that perform this

• Automotive Service Technicians and Mechanics
• Mobile Heavy Equipment Mechanics, Except Engines
• Bus and Truck Mechanics and Diesel Engine Specialists

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-operate-transportation-equipment-to-demonstrate-function-or-malfunction,
  title  = {Operate transportation equipment to demonstrate function or malfunction.},
  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/detailed-activities/operate-transportation-equipment-to-demonstrate-function-or-malfunction}
}