AI exposure Transportation and material moving
Will AI replace bus drivers?
Bus Drivers, School. US occupation 53-3051.
The reading
0.0%
of the time bus drivers spend on their work goes on tasks where AI is already being used to do that work.of bus drivers' working hours go on tasks AI has already started taking off their plate.
Ranked 346 of 756 US occupations. No AI use seen in the work yet, along with 410 other occupations.No handover started yet, along with 410 other occupations.
Per cent of working time Square-law scale
Average US job 7.7%
Among the least exposed jobs there are.Still waiting for liberation.
What AI already does for bus driversWhat bus drivers no longer do alone
O*NET lists 17 tasks for bus drivers. None of them shows meaningful AI use at work yet.
What it does not touch, yetWhat still needs a human
17 of the 17 tasks show no AI use at work in the data.
- Check 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.Core task
- Comply with traffic regulations to operate vehicles in a safe and courteous manner.Core task
- Drive gasoline, diesel, or electrically powered multi-passenger vehicles to transport students between neighborhoods, schools, and school activities.Core task
- Escort small children across roads and highways.Core task
- Follow safety rules as students board and exit buses or cross streets near bus stops.Core task
- Keep bus interiors clean for students.Core task
Show the other 11
- Maintain knowledge of first-aid procedures.Core task
- Maintain order among students during trips to ensure safety.Core task
- Pick up and drop off students at regularly scheduled neighborhood locations, following strict time schedules.Core task
- Prepare and submit reports that may include the number of students or trips, hours worked, mileage, or fuel consumption.Core task
- Read maps and follow written and verbal geographic directions.Core task
- Record bus routes.Core task
- Regulate heating, lighting, and ventilation systems for student comfort.Core task
- Report any bus malfunctions or needed repairs.Core task
- Report delays, accidents, or other traffic and transportation situations, using telephones or mobile two-way radios.Core task
- Report delinquent student behaviors to school administration.Core task
- Make minor repairs to vehicles.
How that compares
Among the 44 transportation and material moving occupations, bus drivers rank 11. The group averages 0.6%, and its most exposed job is Passenger Attendants at 11.7%. The average US occupation sits at 7.7%.
Level with 0.0%
What this does and does not mean
Exposure is observed use, not a forecast. Anthropic maps work conversations with Claude onto the tasks O*NET lists for each job and asks, of the tasks AI could speed up, which are actually being used for at work. A use that does the task outright counts in full and a use that assists a person counts half. The task scores are averaged into the occupation figure by the share of time spent on each task.
A high figure means AI is already part of how this work gets done. It does not mean anyone has been replaced. Anthropic's own reading of the labour market finds no systematic rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting exposed jobs.No measurable rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting these jobs. Gap years for everyone. Labor market impacts, 5 March 2026.
Task list and titles from O*NET 31.0 by the US Department of Labor, Employment and Training Administration, used under the CC BY 4.0 licence. Scores from the Anthropic Economic Index (CC BY). Checked 1 November 2026. How the ranking works.