Occupation baseline · Research consensus
Will AI replace School Bus Monitors?
Baseline AI displacement risk for School Bus Monitors, aggregated from 2 research sources.
What this score means
School Bus Monitors is among the least exposed roles in Public Sector / Government. Most of what the job involves still sits outside what current AI can do, even as the tools around it keep changing. At 23 out of 100 it sits close to the Public Sector / Government average of 25. Across the 2 sources behind this baseline, individual estimates run from 19 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 School Bus Monitors, most central first, showing 12 of 18.
- 01Announce routes or stops.
- 02Assist children with disabilities or children with psychological, emotional, or behavioral issues with boarding and exiting the school bus.
- 03Buckle seatbelts or fasten wheelchair tie-down straps to secure passengers for transportation.
- 04Clean school bus interiors by picking up waste, wiping down windows, or vacuuming.
- 05Direct students boarding and exiting the school bus.
- 06Direct students evacuating the bus during safety drills.
- 07Escort young children across roads or highways.
- 08Evacuate students from the school bus in emergency situations.
- 09Guide the driver when the bus is moving in reverse gear.
- 10Monitor for trains at railroad crossings and signal the bus driver when it is safe to proceed.
- 11Monitor the conduct of students to maintain discipline and safety.
- 12Open and close school bus doors 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 2 research sources that scored School Bus Monitors for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.
- 01GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024
- 02AI Occupational Exposure to Language Modeling · 2023
Also covers
Bus Monitor · School Bus Aide · School Bus Assistant · School Bus Attendant · School Bus Escort · School Bus Matron · School Bus Monitor
Estimated displacement window
The dated estimate for this role is included in the full personalised report.
Your number is not the baseline
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More public sector / government occupations
- Animal Control Workers18/100
- Bailiffs25/100
- Correctional Officers and Jailers21/100
- Crossing Guards and Flaggers22/100
- Customs and Border Protection Officers31/100
- Detectives and Criminal Investigators27/100
- Fire Inspectors and Investigators28/100
- Firefighters14/100
Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.