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AI Job Risk

Occupation baseline · Research consensus

Will AI replace Automotive and Watercraft Service Attendants?

Lower risk

Baseline AI displacement risk for Automotive and Watercraft Service Attendants, aggregated from 6 research sources.

What this score means

Automotive and Watercraft Service Attendants 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 12 out of 100 it scores 8 points below the Transportation average of 20. Across the 6 sources behind this baseline, individual estimates run from 5 to 36, 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 Automotive and Watercraft Service Attendants, most central first, showing 12 of 14.

  • 01Collect cash payments from customers, and make change or charge purchases to customers' credit cards, providing customers with receipts.
  • 02Check tire pressure and levels of fuel, motor oil, transmission, radiator, battery, or other fluids, adding air or fluids as required.
  • 03Perform minor repairs, such as adjusting brakes, replacing spark plugs, or changing engine oil or filters.
  • 04Clean parking areas, offices, restrooms, or equipment, and remove trash.
  • 05Order stock, and price and shelve incoming goods.
  • 06Sell and install accessories, such as batteries, windshield wiper blades, fan belts, bulbs, or headlamps.
  • 07Grease and lubricate vehicles or specified units, such as springs, universal joints, or steering knuckles, using grease guns or spray lubricants.
  • 08Rotate, test, and repair or replace tires.
  • 09Prepare daily reports of fuel, oil, and accessory sales.
  • 10Clean windshields.
  • 11Activate fuel pumps and fill fuel tanks of vehicles with gasoline or diesel fuel to specified levels.
  • 12Test and charge batteries.

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 6 research sources that scored Automotive and Watercraft Service Attendants for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.

Common questions

How likely is AI to replace Automotive and Watercraft Service Attendants?
Published research puts Automotive and Watercraft Service Attendants at 12 out of 100 for AI displacement risk, in the lower risk band. The number is a weighted consensus of 6 research sources and describes the typical version of the role, not any individual.
Do researchers agree on the risk for Automotive and Watercraft Service Attendants?
Only partly. Individual estimates for Automotive and Watercraft Service Attendants run from 5 to 36 out of 100 across the 6 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 Automotive and Watercraft Service Attendants by score are Sailors and Marine Oilers (11/100), Aircraft Cargo Handling Supervisors (14/100), and Recycling and Reclamation Workers (14/100). Each has its own page with the research behind its number.

Also covers

Attendant · Auto Garage Attendant · Auto Self Service Station Attendant · Auto Service Station Attendant · Auto Servicer · Automobile Self-Serve Service Station Attendant · Automobile Service Station Attendant · Automobile Technician and related titles

Estimated displacement window

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Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.