AI JOB RISK SCANNER
O*NET-SOC 33-9094.00 / model V11 rated-task engine

Will AI replace
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.

Estimated AI task exposure
13%

Low exposure

V11 weights occupation tasks using O*NET Importance, Relevance and Frequency ratings instead of treating every task equally.

18 tasks have usable Task Rating records; weighted-task coverage is 100%.

Digital/info work

23/100

Physical moat

55/100

Human moat

15/100

Rating coverage

100%

18 task statements / 18 rated

Highest-weighted occupation tasks

Monitor the conduct of students to maintain discipline and safety.
Importance 92/100Relevance 100/100Frequency 78/100Weight 0.91
Direct students boarding and exiting the school bus.
Importance 91/100Relevance 99/100Frequency 79/100Weight 0.91
Assist children with disabilities or children with psychological, emotional, or behavioral issues with boarding and exiting the school bus.
Importance 93/100Relevance 91/100Frequency 75/100Weight 0.88
Respond to students' questions, requests, or complaints.
Importance 85/100Relevance 97/100Frequency 72/100Weight 0.87
Buckle seatbelts or fasten wheelchair tie-down straps to secure passengers for transportation.
Importance 96/100Relevance 85/100Frequency 72/100Weight 0.86
Prevent or defuse altercations between students.
Importance 86/100Relevance 92/100Frequency 60/100Weight 0.82
Escort young children across roads or highways.
Importance 96/100Relevance 74/100Frequency 63/100Weight 0.79
Clean school bus interiors by picking up waste, wiping down windows, or vacuuming.
Importance 76/100Relevance 87/100Frequency 66/100Weight 0.78
Talk to children's parents or guardians about problematic behaviors, emotional or developmental problems, or related issues.
Importance 79/100Relevance 90/100Frequency 47/100Weight 0.75
Write and submit reports that include data such as the number of passengers or trips, hours worked, mileage driven, or fuel consumed.
Importance 79/100Relevance 75/100Frequency 67/100Weight 0.75

Task weighting

Each rated task receives a composite weight: 38% relevance, 37% importance and 25% frequency. Core tasks receive a small additional multiplier. Low-precision rows flagged by O*NET for suppression are excluded.

Occupation scoring

When rating coverage is strong, rated tasks contribute 60% of the digital, physical and human task signals and Work Activities contribute 40%. Lower-coverage occupations automatically rely more on Work Activities.

U.S. labor market

BLS Wage & Employment Outlook

Median annual wage

$35,100

BLS OEWS May 2025

National employment

78,420

BLS OEWS May 2025

Projected growth

-1.9%

BLS Employment Projections 2025–2035

Average annual openings

13

BLS Employment Projections 2025–2035

BLS labor-market figures are separate from the site's AI-exposure model. Missing values mean a compatible detailed BLS occupation estimate was not published or could not be mapped.

Career pivot radar

Safer Career Alternatives

These options are selected from the same 923-occupation model. They favor a similar task/work profile with meaningfully lower estimated AI exposure. They are suggestions for exploration, not guarantees of job fit.

SAFER ALTERNATIVE

Cement Masons and Concrete Finishers

6%

7 points lower exposure • 94% profile similarity

Median wage: $57,020 Growth 2025–2035: +1.6% Annual openings: 14

more physical-world work
SAFER ALTERNATIVE

Fence Erectors

6%

7 points lower exposure • 96% profile similarity

Median wage: $47,980 Growth 2025–2035: +5.6% Annual openings: 2

more physical-world work
SAFER ALTERNATIVE

Tree Trimmers and Pruners

5%

8 points lower exposure • 93% profile similarity

Median wage: $50,960 Growth 2025–2035: +4.2% Annual openings: 8

more physical-world work
SAFER ALTERNATIVE

Insurance Appraisers, Auto Damage

5%

8 points lower exposure • 93% profile similarity

Median wage: $78,240 Growth 2025–2035: -8.7% Annual openings: 1

more physical-world work
SAFER ALTERNATIVE

Millwrights

5%

8 points lower exposure • 92% profile similarity

Median wage: $65,700 Growth 2025–2035: +0.9% Annual openings: 3

stronger human/judgment moat, more physical-world work
SAFER ALTERNATIVE

Cabinetmakers and Bench Carpenters

5%

8 points lower exposure • 93% profile similarity

Median wage: $46,680 Growth 2025–2035: -2.9% Annual openings: 7

more physical-world work

Personalized career defense protocol

AI-Proofing Plan

AUTOMATE

    AUGMENT

    • administrative support tasks
    • planning and documentation

    PROTECT

    • physical-world execution
    • on-site troubleshooting
    • dexterity and equipment interaction

    LEARN

    • AI-assisted diagnostics
    • digital documentation
    • basic AI literacy

    AI-PROOFING RESOURCES

    What this score does not mean

    The percentage is a comparative task-exposure index. It is not the probability that this occupation disappears, that a worker is laid off, or that AI can perform the entire job.

    New in V11

    Find a Safer Career Path

    High exposure does not mean starting over. V11 compares your occupation with the other 922 O*NET occupations and surfaces lower-exposure options with similar work profiles.

    EXPLORE CAREER ALTERNATIVES
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