AI exposure: School Bus Monitors
Maintain order among students on a school bus. Duties include helping students safely board and exit and communicating behavioral problems. May perform pretrip and posttrip inspections and prepare for and assist in emergency evacuations.
Reading this score
computedAt 18.9% of weighted task load, School Bus Monitors sits at the 33th percentile, below the point where a job's centre of gravity has moved. 67.8% of what this role does is untouched, meaning current systems cannot produce that work at all, whatever the commercial incentive.
What holds the line here is presence. Across this occupation's 18 tasks it averages 2.14 out of 3, the highest of the five friction dimensions. In plain terms, a person has to be the one present. This is the friction software does not erode. Where the point of the act is that a human is there, to care or to witness or to take responsibility in the room, automating the output misses what was being paid for.
The most exposed thing this job does is Respond to students' questions, requests, or complaints, at 80.0%. The least is Clean school bus interiors by picking up waste, wiping down windows, or vacuuming, at 0.0%. A gap of 80.0% between two parts of the same job is the reason this index publishes at task level. An occupation-wide number would have hidden both.
Within protective service occupations, this one is more exposed than most. The median across the 26 roles in the group is 18.3%, and only 12 of them score higher than this. Occupational families are not uniform, and the spread inside them is often wider than the gap between them.
What would move this score. Of 18 tasks, 5 are currently banded exposed, 1 assisted and 12 untouched. For that distribution to shift materially would take robotics cheap and reliable enough to deploy at scale, not a better language model. The score is re-computed every quarter against a fresh capability reference, and the change is published rather than quietly applied.
Where the score comes from
judgedEvery task is scored through the standardised work activities it maps to. These are this occupation’s averages on the six rubric dimensions. Capability is what AI can do; the other five are what stands in the way.
| Dimension | Mean | Scale |
|---|---|---|
| Capability | 1.36 | 0-4 |
| Embodiment | 2.11 | 0-3 |
| Presence | 2.14 | 0-3 |
| Accountability | 0.94 | 0-3 |
| Context | 1.69 | 0-3 |
| Verification cost | 1.25 | 0-3 |
Task by task
18 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Respond to students' questions, requests, or complaints. | 80.0% | 20.0% | 0.0% | 4.41 | exposed |
| Write and submit reports that include data such as the number of passengers or trips, hours worked, mileage driven, or fuel consumed. | 80.0% | 20.0% | 0.0% | 4.15 | exposed |
| Announce routes or stops. | 80.0% | 20.0% | 0.0% | 4.12 | exposed |
| Monitor for trains at railroad crossings and signal the bus driver when it is safe to proceed. | 35.4% | 27.1% | 37.5% | 4.48 | exposed |
| Report delays, accidents, or other traffic and transportation situations to dispatchers or other bus drivers, using phones or mobile two-way radios. | 30.0% | 45.0% | 25.0% | 4.44 | assisted |
| Guide the driver when the bus is moving in reverse gear. | 26.7% | 23.3% | 50.0% | 4.29 | exposed |
| Open and close school bus doors for students. | 11.7% | 13.3% | 75.0% | 4.45 | untouched |
| Prevent or defuse altercations between students. | 6.7% | 18.3% | 75.0% | 4.42 | untouched |
| Talk to children's parents or guardians about problematic behaviors, emotional or developmental problems, or related issues. | 6.7% | 18.3% | 75.0% | 4.16 | untouched |
| Assist children with disabilities or children with psychological, emotional, or behavioral issues with boarding and exiting the school bus. | 5.0% | 20.0% | 75.0% | 4.73 | untouched |
| Monitor the conduct of students to maintain discipline and safety. | 5.0% | 20.0% | 75.0% | 4.68 | untouched |
| Buckle seatbelts or fasten wheelchair tie-down straps to secure passengers for transportation. | 0.0% | 0.0% | 100.0% | 4.85 | untouched |
| Escort young children across roads or highways. | 0.0% | 0.0% | 100.0% | 4.83 | untouched |
| Evacuate students from the school bus in emergency situations. | 0.0% | 0.0% | 100.0% | 4.67 | untouched |
| Direct students boarding and exiting the school bus. | 0.0% | 0.0% | 100.0% | 4.64 | untouched |
| Direct students evacuating the bus during safety drills. | 0.0% | 0.0% | 100.0% | 4.51 | untouched |
| Operate a wheelchair lift to load or unload wheelchairs. | 0.0% | 0.0% | 100.0% | 4.50 | untouched |
| Clean school bus interiors by picking up waste, wiping down windows, or vacuuming. | 0.0% | 0.0% | 100.0% | 4.02 | untouched |
Task text and importance ratings sourced from O*NET 31.0. Shares computed. The occupation score is the importance-weighted mean.
Occupations either side of this one
The four closest scores in the same occupational family, then the four closest anywhere in the index.
Read this carefully. Exposure is not displacement. A high score means current AI systems can produce this work, not that anyone will stop paying a person to do it. Adoption depends on economics, regulation and inertia that this index deliberately does not model. How the score is built.
What this means in practice
Most of this work is not reachable by current systems, so the immediate pressure is on the administrative edges of the role rather than its core: the scheduling, the reporting, the written records. That is where time is recovered.