Occupation baseline · Research consensus
Will AI replace Cleaners of Vehicles and Equipment?
Baseline AI displacement risk for Cleaners of Vehicles and Equipment, aggregated from 5 research sources.
What this score means
Cleaners of Vehicles and Equipment is among the least exposed roles in Transportation. Most of what the job involves still sits outside what current AI can do, even as the tools around it keep changing. At 16 out of 100 it scores 4 points below the Transportation average of 20. Across the 5 sources behind this baseline, individual estimates run from 5 to 49, so the score is a weighted consensus rather than any single figure.
The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works
What this job actually involves
Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Cleaners of Vehicles and Equipment, most central first, showing 12 of 20.
- 01Rinse objects and place them on drying racks or use cloth, squeegees, or air compressors to dry surfaces.
- 02Apply paints, dyes, polishes, reconditioners, waxes, or masking materials to vehicles to preserve, protect, or restore color or condition.
- 03Clean and polish vehicle windows.
- 04Drive vehicles to or from workshops or customers' workplaces or homes.
- 05Scrub, scrape, or spray machine parts, equipment, or vehicles, using scrapers, brushes, clothes, cleaners, disinfectants, insecticides, acid, abrasives, vacuums, or hoses.
- 06Inspect parts, equipment, or vehicles for cleanliness, damage, and compliance with standards or regulations.
- 07Mix cleaning solutions, abrasive compositions, or other compounds, according to formulas.
- 08Maintain inventories of supplies.
- 09Pre-soak or rinse machine parts, equipment, or vehicles by immersing objects in cleaning solutions or water, manually or using hoists.
- 10Turn valves or disconnect hoses to eliminate water, cleaning solutions, or vapors from machinery or tanks.
- 11Turn valves or handles on equipment to regulate pressure or flow of water, air, steam, or abrasives from sprayer nozzles.
- 12Sweep, shovel, or vacuum loose debris or salvageable scrap into containers and remove containers from work areas.
Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.
The research behind this score
This baseline aggregates 5 research sources that scored Cleaners of Vehicles and Equipment for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.
- 01Anthropic Economic Index 2026 - AI Task Exposure · 2026Anthropic
- 02Global Automation Atlas: Task Substitution Exposure by Occupation · 2026Garg, Crosta, Baier (2026), arXiv:2605.17086
- 03Working with AI: Measuring the Applicability of Generative AI to Occupations · 2025Tomlinson, Jaffe et al., Microsoft Research (2025)
- 04GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024Eloundou, Manning, Mishkin, Rock (Science, 2024)
- 05AI Occupational Exposure to Language Modeling · 2023Felten, Raj, Seamans (2023)
Common questions
- How likely is AI to replace Cleaners of Vehicles and Equipment?
- Published research puts Cleaners of Vehicles and Equipment at 16 out of 100 for AI displacement risk, in the lower risk band. The number is a weighted consensus of 5 research sources and describes the typical version of the role, not any individual.
- Do researchers agree on the risk for Cleaners of Vehicles and Equipment?
- Only partly. Individual estimates for Cleaners of Vehicles and Equipment run from 5 to 49 out of 100 across the 5 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.
- Which transportation roles face similar AI exposure?
- The closest published transportation roles to Cleaners of Vehicles and Equipment by score are Airline Pilots, Copilots, and Flight Engineers (16/100), First-Line Supervisors of Transportation Workers, All Other (16/100), and Locomotive Engineers (16/100). Each has its own page with the research behind its number.
Also covers
Aircraft Cabin Cleaner · Aircraft Cleaner · Aircraft Detailer · Airplane Cleaner · Apparatus Cleaner · Apron Cleaner · Assembly Cleaner · Automat Car Attendant and related titles
Estimated displacement window
The dated estimate for this role is included in the full personalised report.
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More transportation occupations
- Parking Attendants17/100
- Tank Car, Truck, and Ship Loaders17/100
- Airline Pilots, Copilots, and Flight Engineers16/100
- First-Line Supervisors of Transportation Workers, All Other16/100
- Locomotive Engineers16/100
- Industrial Truck and Tractor Operators15/100
- Railroad Brake, Signal, and Switch Operators and Locomotive Firers15/100
- Wellhead Pumpers15/100
Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.