Clean vehicles or vehicle components.

Clean vehicles or vehicle components. is a detailed work activity in O*NET — a concrete unit of work shared across 13 occupations and seen in 23 occupation-specific tasks. It rolls up into the broader work activity Clean tools, equipment, facilities, or work areas. in Performing General Physical Activities .

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 22 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.

• Remove and replace soiled linens or equipment to maintain sanitary conditions. · Ambulance Drivers and Attendants, Except Emergency Medical Technicians · importance 4.6 · no direct exposure
• Clean windshields. · Automotive and Watercraft Service Attendants · importance 4.2 · no direct exposure
• Keep bus interiors clean for students. · Bus Drivers, School · importance 4.2 · no direct exposure
• Perform routine maintenance on vehicles or auxiliary equipment, such as cleaning, lubricating, recharging batteries, fueling, or replacing liquefied-gas tank. · Industrial Truck and Tractor Operators · importance 4.1 · no direct exposure
• Rinse objects and place them on drying racks or use cloth, squeegees, or air compressors to dry surfaces. · Cleaners of Vehicles and Equipment · importance 4.0 · no direct exposure
• Clean and wash rigs, ambulances, or equipment. · Ambulance Drivers and Attendants, Except Emergency Medical Technicians · importance 4.0 · no direct exposure
• Maintain cleanliness of bus or motor coach. · Bus Drivers, Transit and Intercity · importance 4.0 · no direct exposure
• Clean and polish vehicle windows. · Cleaners of Vehicles and Equipment · importance 3.9 · no direct exposure
• Scrub, scrape, or spray machine parts, equipment, or vehicles, using scrapers, brushes, clothes, cleaners, disinfectants, insecticides, acid, abrasives, vacuums, or hoses. · Cleaners of Vehicles and Equipment · importance 3.9 · no direct exposure
• Clean the plastic work inside cars, using paintbrushes. · Cleaners of Vehicles and Equipment · importance 3.9 · no direct exposure
• Inspect and clean cabins, checking for any problems and making sure that cabins are in order. · Flight Attendants · importance 3.8 · no direct exposure
• Vacuum and clean interiors, and wash and polish exteriors of automobiles. · Shuttle Drivers and Chauffeurs · importance 3.7 · no direct exposure
• Perform minor vehicle repairs, such as cleaning spark plugs, or take vehicles to mechanics for servicing. · Shuttle Drivers and Chauffeurs · importance 3.7 · no direct exposure
• Pre-soak or rinse machine parts, equipment, or vehicles by immersing objects in cleaning solutions or water, manually or using hoists. · Cleaners of Vehicles and Equipment · importance 3.7 · no direct exposure
• Clean trucks or compactor bodies after routes have been completed. · Refuse and Recyclable Material Collectors · importance 3.6 · no direct exposure
• Clean aircraft interiors by picking up waste, wiping down windows, or vacuuming. · Aircraft Service Attendants · no direct exposure
• Clean school bus interiors by picking up waste, wiping down windows, or vacuuming. · School Bus Monitors · no direct exposure
• Clean trucks used in the fields. · 47-5071.00
• De-grease aircraft exteriors. · Aircraft Service Attendants · no direct exposure
• Perform minor vehicle repairs, such as cleaning spark plugs, or take vehicles to mechanics for servicing. · Taxi Drivers · no direct exposure
• Remove exhaust stains from aircraft using cleaning fluids. · Aircraft Service Attendants · no direct exposure
• Vacuum and clean interiors and wash and polish exteriors of automobiles. · Taxi Drivers · no direct exposure
• Wash the aircraft exteriors using lifts, cranes, detergent, or other equipment. · Aircraft Service Attendants · no direct exposure

Occupations that perform this

• Ambulance Drivers and Attendants, Except Emergency Medical Technicians
• Automotive and Watercraft Service Attendants
• Bus Drivers, School
• Industrial Truck and Tractor Operators
• Cleaners of Vehicles and Equipment
• Bus Drivers, Transit and Intercity
• Flight Attendants
• Shuttle Drivers and Chauffeurs
• Refuse and Recyclable Material Collectors
• School Bus Monitors
• 47-5071.00
• Taxi Drivers
• Aircraft Service Attendants

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-clean-vehicles-or-vehicle-components,
  title  = {Clean vehicles or vehicle components.},
  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/clean-vehicles-or-vehicle-components}
}