Somewhat Resilient

Last Update: 11/4/2026

AI Resilience Score for School Bus Monitors:

49.6%

Median Score

Meaningful human contribution

Med

Long-term employer demand

Med

Sustained economic opportunity

Med

Our confidence in this score:
Medium

Methodology and Scoring Rationale

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

First, how much of the job still needs a human, read from six AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, OpenAI Signals, and Google ATLAS. 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 monitors, five of nine sources had data, leaving confidence at medium. The AI exposure sources split: AI Resilience Model and Google ATLAS saw the hands-on safety work as hard to automate, while Microsoft rated exposure higher. Moderate employer demand and mid-range pay held the score near the middle, landing this role at "Somewhat Resilient."

AI Resilience Report forSchool Bus Monitors

$35,100 median salary•13,400 annual openings•SOC Code: 33-9094.00

School Bus Monitors are somewhat less resilient to AI impacts than most occupations, according to our analysis of 4 sources.

School bus monitoring is labeled "Somewhat Resilient" because AI is genuinely changing parts of the job, especially the paperwork and incident reporting side, while the core human work of supervising and protecting kids remains firmly in human hands. Cameras, automated reporting tools, and safety systems are handling more of the behind-the-scenes tasks, so monitors who adapt to working alongside these tools will be in the best position.

Learn more about how you can thrive in this position

This role is somewhat resilient

School bus monitoring is labeled "Somewhat Resilient" because AI is genuinely changing parts of the job, especially the paperwork and incident reporting side, while the core human work of supervising and protecting kids remains firmly in human hands. Cameras, automated reporting tools, and safety systems are handling more of the behind-the-scenes tasks, so monitors who adapt to working alongside these tools will be in the best position.

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Analysis of current AI resilience

School Bus Monitors

Updated quarterly

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Latest AI news for School Bus Monitors

These articles highlight the growing role of AI in enhancing school bus safety, which is vital for future School Bus Monitors. For instance, AI cameras are now enabling real-time monitoring of student behavior and detecting unsafe situations, making it crucial for monitors to understand these technologies. Additionally, the implementation of automated violation detection can help them respond more effectively to potential hazards. Embracing AI resilience in this field means adapting to these innovations, ensuring a safer environment for students while enhancing their own skill sets in tech-savvy ways.

More Career Info

Career: School Bus Monitors

They ensure students are safe on the bus by helping them get on and off and making sure they follow safety rules during the ride.

Alternate Titles

Bus Aide · Bus Assistant · Bus Monitor · Bus Paraeducator · Bus Attendant · School Bus Aide · School Transportation Aide · SPED Bus Aide (Special Ed Bus Aide) · SPED Bus Paraeducator (Special Education Bus Paraeducator) · SPED School Bus Monitor (Special Education School Bus Monitor)

Employment & Wage Data

Median Wage

$35,100

Jobs (2025)

76,700

Growth (2025-35)

-1.9%

Annual Openings

13,400

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

98% ResilienceCore Task

Evacuate students from the school bus in emergency situations.

2

97% ResilienceCore Task

Buckle seatbelts or fasten wheelchair tie-down straps to secure passengers for transportation.

3

97% ResilienceCore Task

Escort young children across roads or highways.

4

97% ResilienceCore Task

Prevent or defuse altercations between students.

5

96% ResilienceCore Task

Assist children with disabilities or children with psychological, emotional, or behavioral issues with boarding and exiting the school bus.

6

96% ResilienceCore Task

Operate a wheelchair lift to load or unload wheelchairs.

7

95% ResilienceCore Task

Direct students evacuating the bus during safety drills.

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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