Cleaners of Vehicles and Equipment
Transportation & Material MovingAI exposure
- Data source: BLSPublished: 2026-08
Low· relative
LowFour relative bandsVery highGroup-level value
Scale, basis and source
Four relative bands (Low / Moderate / High / Very high)
831 detailed occupations in the BLS Employment Projections table. Assigned per National Employment Matrix (NEM) code, so occupations sharing a NEM code carry the same band
- Data source: AnthropicPublished: 2026-03
0.000
0.000Range of values carried here0.745Scale, basis and source
- Data source: ILOPublished: 2025
0.09
0.09Range of values carried here0.70Group-level value
Scale, basis and source
Generative AI exposure index, 0–1 as published
ISCO-08 unit group — every occupation sharing the code gets this value
Computed by this site, not published by the ILO: of the 1,012 occupations this site links to the ILO dataset, 100% score at or above this value.
What kind of figure this source publishes
The BLS category is a relative rank, not an absolute level, and it is not a first-hand measurement: it groups an occupation's percentile ranks across several published studies into four bands. It is not an employment or wage forecast, not a probability of adoption, and it does not separate automation from augmentation.
Task-level exposure
Exposed tasks only| Task | Claude.aiRaw / share % |
|---|---|
Collect and test samples of cleaning solutions or vapors.53-7061 | 0.0025100.0 |
| Not observed on any surface — 20 task(s) — These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states. | |
Inspect parts, equipment, or vehicles for cleanliness, damage, and compliance with standards or regulations. | —0 |
Scrub, scrape, or spray machine parts, equipment, or vehicles, using scrapers, brushes, clothes, cleaners, disinfectants, insecticides, acid, abrasives, vacuums, or hoses. | —0 |
Mix cleaning solutions, abrasive compositions, or other compounds, according to formulas. | —0 |
Press buttons to activate cleaning equipment or machines. | —0 |
Clean and polish vehicle windows. | —0 |
Rinse objects and place them on drying racks or use cloth, squeegees, or air compressors to dry surfaces. | —0 |
Turn valves or handles on equipment to regulate pressure or flow of water, air, steam, or abrasives from sprayer nozzles. | —0 |
Monitor operation of cleaning machines and stop machines or notify supervisors when malfunctions occur. | —0 |
Disassemble and reassemble machines or equipment or remove and reattach vehicle parts or trim, using hand tools. | —0 |
Maintain inventories of supplies. | —0 |
Apply paints, dyes, polishes, reconditioners, waxes, or masking materials to vehicles to preserve, protect, or restore color or condition. | —0 |
Turn valves or disconnect hoses to eliminate water, cleaning solutions, or vapors from machinery or tanks. | —0 |
Sweep, shovel, or vacuum loose debris or salvageable scrap into containers and remove containers from work areas. | —0 |
Drive vehicles to or from workshops or customers' workplaces or homes. | —0 |
Pre-soak or rinse machine parts, equipment, or vehicles by immersing objects in cleaning solutions or water, manually or using hoists. | —0 |
Lubricate machinery, vehicles, or equipment or perform minor repairs or adjustments, using hand tools. | —0 |
Connect hoses or lines to pumps or other equipment. | —0 |
Transport materials, equipment, or supplies to or from work areas, using carts or hoists. | —0 |
Clean the plastic work inside cars, using paintbrushes. | —0 |
Fit boot spoilers, side skirts, or mud flaps to cars. | —0 |
Values in this tab are predicted labels, not observations. Eloundou et al. (2023) published two rating regimes — human raters and GPT-4 — and the β shown here is derived from the GPT-4 rater basis alone; the same task can take a different value under the other regime. The unit and the meaning differ from the observed shares (%) in the other tabs, so do not place them on the same axis.
| Task | βE1 + 0.5 × E2 |
|---|---|
Maintain inventories of supplies.O*NET Task ID 5005 | 1.0 |
Inspect parts, equipment, or vehicles for cleanliness, damage, and compliance with standards or regulations.O*NET Task ID 4992 | 0.5 |
Scrub, scrape, or spray machine parts, equipment, or vehicles, using scrapers, brushes, clothes, cleaners, disinfectants, insecticides, acid, abrasives, vacuums, or hoses.O*NET Task ID 4993 | 0.0 |
Mix cleaning solutions, abrasive compositions, or other compounds, according to formulas.O*NET Task ID 4994 | 0.0 |
Press buttons to activate cleaning equipment or machines.O*NET Task ID 4995 | 0.0 |
Clean and polish vehicle windows.O*NET Task ID 4996 | 0.0 |
Rinse objects and place them on drying racks or use cloth, squeegees, or air compressors to dry surfaces.O*NET Task ID 4997 | 0.0 |
Drive vehicles to or from workshops or customers' workplaces or homes.O*NET Task ID 4998 | 0.0 |
Turn valves or handles on equipment to regulate pressure or flow of water, air, steam, or abrasives from sprayer nozzles.O*NET Task ID 4999 | 0.0 |
Pre-soak or rinse machine parts, equipment, or vehicles by immersing objects in cleaning solutions or water, manually or using hoists.O*NET Task ID 5000 | 0.0 |
Lubricate machinery, vehicles, or equipment or perform minor repairs or adjustments, using hand tools.O*NET Task ID 5001 | 0.0 |
Monitor operation of cleaning machines and stop machines or notify supervisors when malfunctions occur.O*NET Task ID 5002 | 0.0 |
Disassemble and reassemble machines or equipment or remove and reattach vehicle parts or trim, using hand tools.O*NET Task ID 5003 | 0.0 |
Connect hoses or lines to pumps or other equipment.O*NET Task ID 5004 | 0.0 |
Apply paints, dyes, polishes, reconditioners, waxes, or masking materials to vehicles to preserve, protect, or restore color or condition.O*NET Task ID 5006 | 0.0 |
Turn valves or disconnect hoses to eliminate water, cleaning solutions, or vapors from machinery or tanks.O*NET Task ID 5007 | 0.0 |
Sweep, shovel, or vacuum loose debris or salvageable scrap into containers and remove containers from work areas.O*NET Task ID 5008 | 0.0 |
Transport materials, equipment, or supplies to or from work areas, using carts or hoists.O*NET Task ID 5009 | 0.0 |
Collect and test samples of cleaning solutions or vapors.O*NET Task ID 5010 | 0.0 |
Clean the plastic work inside cars, using paintbrushes.O*NET Task ID 5011 | 0.0 |
Fit boot spoilers, side skirts, or mud flaps to cars.O*NET Task ID 5012 | 0.0 |
β = E1 + 0.5 × E2 · E1 = tasks where direct LLM access alone cuts time by at least 50%, E2 = tasks where software built on top of an LLM cuts time by at least 50%. Values take only 0 / 0.5 / 1.0.
Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page