How likely is AI to replace Bus Drivers, School?

Published research puts Bus Drivers, School at 18 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 Bus Drivers, School?

Broadly, yes. Individual estimates for Bus Drivers, School run from 13 to 28 out of 100 across the 5 sources behind this score, a fairly tight range. More recent and higher confidence studies carry more weight in the final number.

Which transportation roles face similar AI exposure?

The closest published transportation roles to Bus Drivers, School by score are Conveyor Operators and Tenders (18/100), Driver/Sales Workers (18/100), and Gas Compressor and Gas Pumping Station Operators (18/100). Each has its own page with the research behind its number.

Occupation baseline · Research consensus

Will AI replace Bus Drivers, School?

Lower risk

Baseline AI displacement risk for Bus Drivers, School, aggregated from 5 research sources.

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 18 out of 100 it sits close to the Transportation average of 20. Across the 5 sources behind this baseline, individual estimates run from 13 to 28, 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 5 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 · 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 Bus Drivers, School?: Published research puts Bus Drivers, School at 18 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 Bus Drivers, School?: Broadly, yes. Individual estimates for Bus Drivers, School run from 13 to 28 out of 100 across the 5 sources behind this score, a fairly tight range. More recent and higher confidence studies carry more weight in the final number.
Which transportation roles face similar AI exposure?: The closest published transportation roles to Bus Drivers, School by score are Conveyor Operators and Tenders (18/100), Driver/Sales Workers (18/100), and Gas Compressor and Gas Pumping Station Operators (18/100). Each has its own page with the research behind its number.

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

Estimated displacement window

The dated estimate for this role is included in the full personalised report.

Your number is not the baseline

Seniority, sector, and how much of your day is routine all shift the score. Answer a few questions and get your personal risk score free, no signup.

Get my personal score

Free · No credit card · No signup

More transportation occupations

All transportation occupations

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