Somewhat Resilient
Last Update: 8/30/2026
AI Resilience Score for School Bus Monitors:
48.2%
Median Score
Meaningful human contribution
Measures the parts of the occupation that still require a human touch. This score averages data from up to four AI exposure datasets, focusing on the role’s resilience against automation.
Med
Long-term employer demand
Predicts the health of the job market for this role through 2034. Using Bureau of Labor Statistics data, it balances projected annual job openings (60%) with overall employment growth (40%).
Med
Sustained economic opportunity
Measures future earning potential and career flexibility. This score is a blend of total projected labor income (67%) and the role’s inherent ability to adapt to economic and technological shifts (33%).
Med
This reflects the reliability of your score based on the number of data sources available for this career and how closely those sources agree on the outlook. A higher confidence means more consistent evidence from labor experts and AI models.
There are a reasonable number of sources for this result, but there is some disagreement between them.
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.
Read full analysisAnalysis of current AI resilience
School Bus Monitors
Updated quarterly
How can School Bus Monitors prepare for AI?
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Latest AI news for School Bus Monitors
These articles highlight the evolving role of AI in school bus monitoring, which is crucial for aspiring school bus monitors. For instance, the "Enhanced smart commuting with artificial intelligence" paper discusses how AI can enhance safety monitoring on buses, while "AI-based driver behavior monitoring" emphasizes real-time coaching to promote safer driving habits. By understanding these advancements, future school bus monitors can leverage AI tools to ensure student safety, adapt to new technologies, and build resilience in their careers, making them invaluable in this transforming field.
AI-Based Driver Behavior Monitoring System for School Bus
www.safefleet.net • 9/20/2026
Monitor distracted driving, coach safer habits, and reduce collisions with AI‑based driver behavior monitoring built for school bus fleets.
Is AI Coming to a School Bus Near You?
www.schoolbusfleet.com • 9/20/2026
Nov 13, 2024 — While the AI routing can help plan safer and more efficient routes, AI dash cameras can be installed to monitor both the interior and exterior ... Read more
AI Driver Monitoring Lessons for School Bus-Safe Fleet Blog
www.safefleet.net • 9/20/2026
Apr 22, 2026 — Learn how one school district used AI driver monitoring to improve safety culture, enable real‑time coaching and reduce risk inside the ...

Understanding employee behavioral adaptation to AI-based job monitoring through system justification theory
www.nature.com • 6/17/2026
AI-based job monitoring is crafting the workplace nowadays. Based on the system justification theory, we explored how AI-based job...

Enhanced smart commuting with artificial intelligence for intelligent health and safety monitoring in school buses
www.nature.com • 3/21/2026
This paper introduces ESC.AI (Enhanced Smart Commuting with Artificial Intelligence), an intelligent and integrated safety framework...
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.
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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
Evacuate students from the school bus in emergency situations.
2
Buckle seatbelts or fasten wheelchair tie-down straps to secure passengers for transportation.
3
Escort young children across roads or highways.
4
Prevent or defuse altercations between students.
5
Assist children with disabilities or children with psychological, emotional, or behavioral issues with boarding and exiting the school bus.
6
Operate a wheelchair lift to load or unload wheelchairs.
7
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.
