Somewhat Resilient

Last Update: 10/7/2026

AI Resilience Score for Bus Drivers, School:

45.2%

Median Score

Meaningful human contribution

Med

Long-term employer demand

Med

Sustained economic opportunity

Low

Our confidence in this score:
Medium

Methodology and Scoring Rationale

To score how resilient school bus driving is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from five AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, and OpenAI Signals. We call this dimension Meaningful Human Contribution (MHC) and weight it at 40%.

Next, whether employers will keep hiring for this job over the long term. This dimension, which we call Long-term Employer Demand (LTE), is calculated from BLS data and weighted at 30%.

Last, whether pay and mobility will hold up. We use wage bill and adaptive capacity data from independent researchers (Althoff & Reichardt, 2026; Manning & Aguirre, 2026). We call this dimension Sustained Economic Opportunity (SEO) and weight it at 30%.

For school bus drivers, seven of eight sources had data (only Anthropic was missing), and they split on AI exposure: AI Resilience Model and OpenAI Signals saw the work as hard to automate, while Will Robots Take My Job disagreed, pulling confidence to medium. Weaker pay and mobility signals dragged the score down, landing school bus driving at "Somewhat Resilient."

AI Resilience Report forBus Drivers, School

$47,920 median salary•56,500 annual openings•SOC Code: 53-3051.00

Bus Drivers, School are somewhat less resilient to AI impacts than most occupations, according to our analysis of 7 sources.

Bus driving is "Somewhat Resilient" because the most important parts of the job, keeping kids safe, maintaining order on the bus, and making real-time judgment calls with children in your care, are things AI simply cannot do today. That said, meaningful change is already happening in the background: AI tools are automating route planning, optimizing schedules, and handling dispatch decisions that used to take human coordinators months to complete.

Learn more about how you can thrive in this position

This role is somewhat resilient

Bus driving is "Somewhat Resilient" because the most important parts of the job, keeping kids safe, maintaining order on the bus, and making real-time judgment calls with children in your care, are things AI simply cannot do today. That said, meaningful change is already happening in the background: AI tools are automating route planning, optimizing schedules, and handling dispatch decisions that used to take human coordinators months to complete.

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Analysis of current AI resilience

Bus Drivers, School

Updated quarterly

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How can Bus Drivers, School prepare for AI?

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Latest AI news for Bus Drivers, School

These articles highlight the evolving role of AI in school bus driving, emphasizing the importance of adaptability. For instance, the article from Safefleet discusses how AI driver monitoring enhanced safety through real-time coaching, showcasing human-AI collaboration. Meanwhile, the analysis on AI replacement risk reveals that while some tasks may be automated, the unique human elements in decision-making and accountability remain crucial. Students can leverage this knowledge to build resilience in their careers, focusing on skills that complement AI advancements while ensuring student safety and well-being.

More Career Info

Career: Bus Drivers, School

They safely drive students to and from school, making sure everyone follows the rules and stays safe during the ride.

Employment & Wage Data

Median Wage

$47,920

Jobs (2025)

396,800

Growth (2025-35)

+0.7%

Annual Openings

56,500

Education

High school diploma or equivalent

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2025-2035

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

96% ResilienceCore Task

Escort small children across roads and highways.

2

95% ResilienceCore Task

Maintain order among students during trips to ensure safety.

3

94% ResilienceCore Task

Follow safety rules as students board and exit buses or cross streets near bus stops.

4

92% ResilienceCore Task

Drive gasoline, diesel, or electrically powered multi-passenger vehicles to transport students between neighborhoods, schools, and school activities.

5

90% ResilienceCore Task

Pick up and drop off students at regularly scheduled neighborhood locations, following strict time schedules.

6

90% ResilienceSupplemental

Make minor repairs to vehicles.

7

88% ResilienceCore Task

Comply with traffic regulations to operate vehicles in a safe and courteous manner.

Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

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