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AI Job Risk

Occupation baseline · Research consensus

Will AI replace School Bus Monitors?

Lower risk

Baseline AI displacement risk for School Bus Monitors, aggregated from 4 research sources.

What this score means

School Bus Monitors leans toward the safer end for Public Sector / Government. Parts of the role touch tasks AI is getting good at, but the core still depends on hands on work or judgment that resists automation. At 26 out of 100 it scores 3 points above the Public Sector / Government average of 23. Across the 4 sources behind this baseline, individual estimates run from 6 to 53, 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 4 research sources that scored School Bus Monitors for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.

Common questions

How likely is AI to replace School Bus Monitors?
Published research puts School Bus Monitors at 26 out of 100 for AI displacement risk, in the lower risk band. The number is a weighted consensus of 4 research sources and describes the typical version of the role, not any individual.
Do researchers agree on the risk for School Bus Monitors?
Only partly. Individual estimates for School Bus Monitors run from 6 to 53 out of 100 across the 4 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.
Which public sector / government roles face similar AI exposure?
The closest published public sector / government roles to School Bus Monitors by score are Parking Enforcement Workers (27/100), Security Guards (27/100), and Bailiffs (25/100). Each has its own page with the research behind its number.

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.

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