Will AI replace Bus Drivers, School?

What this score means

Bus Drivers, School 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 17 out of 100 it sits close to the Transportation average of 18. Across the 3 sources behind this baseline, individual estimates run from 13 to 20, 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 Bus Drivers, School, most central first, showing 12 of 17.

• 01Comply with traffic regulations to operate vehicles in a safe and courteous manner.
• 02Follow safety rules as students board and exit buses or cross streets near bus stops.
• 03Check the condition of a vehicle's tires, brakes, windshield wipers, lights, oil, fuel, water, and safety equipment to ensure that everything is in working order.
• 04Report any bus malfunctions or needed repairs.
• 05Pick up and drop off students at regularly scheduled neighborhood locations, following strict time schedules.
• 06Drive gasoline, diesel, or electrically powered multi-passenger vehicles to transport students between neighborhoods, schools, and school activities.
• 07Maintain order among students during trips to ensure safety.
• 08Prepare and submit reports that may include the number of students or trips, hours worked, mileage, or fuel consumption.
• 09Maintain knowledge of first-aid procedures.
• 10Record bus routes.
• 11Report delays, accidents, or other traffic and transportation situations, using telephones or mobile two-way radios.
• 12Keep bus interiors clean for students.

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 3 research sources that scored Bus Drivers, School for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.

• 01Anthropic Economic Index 2026 - AI Task Exposure · 2026
• 02GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024
• 03AI Occupational Exposure to Language Modeling · 2023

Also covers

Bus Drive Coordinator · Bus Driver · Bus Monitor · CDL Bus Driver (Commercial Driver's License Bus Driver) · CDL School Bus Driver (Commercial Driver's License School Bus Driver) · Campus Driver · Public School Bus Driver · SPED Bus Driver (Special Education Bus Driver) and related titles

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