medium risk
Locomotive Firersvs
44 shared · 20 different
core competencies
Side-by-Side Comparison
Bus Drivers, School or Special Client leads 4–0| Metric | Locomotive Firers | Bus Drivers, School or Special Client |
|---|---|---|
| Risk Score | 44.0% | 24.8% |
| Risk Tier | Medium Risk | Low Risk |
| Risk Percentile | 90th | 19th |
| Tasks at Risk (>50%) | 8 / 11 | 7 / 15 |
| Median Salary | N/A | N/A |
| Employment | N/A | N/A |
Skill Comparison
|
Sorted by largest difference
Controlling Machines and Processes
Updating and Using Relevant Knowledge
Evaluating Information to Determine Compliance with Standards
Making Decisions and Solving Problems
Handling and Moving Objects
Customer and Personal Service
Assisting and Caring for Others
Far Vision
Operation Monitoring
Judging the Qualities of Things, Services, or People
Identifying Objects, Actions, and Events
Manual DexterityAI-Resistant
Protective Factors
Higher values indicate stronger protection against AI displacement
Locomotive Firers
26%
total discount
Bus Drivers, School or Special Client
26%
total discount
Task Risk Comparison
Tasks sorted by AI automation risk — higher means more automatable
Locomotive Firers
8 of 11 at risk88%Monitor oil, temperature, and pressure gauges on dashboards to determine if engines are operating safely and efficiently.
77%Observe train signals along routes and verify their meanings for engineers.
74%Receive signals from workers in rear of train and relay that information to engineers.
69%Start diesel engines to warm engines before runs.
57%Inspect locomotives to detect damaged or worn parts.
Bus Drivers, School or Special Client
7 of 15 at risk88%Record bus routes.
88%Prepare and submit reports that may include the number of passengers or trips, hours worked, mileage, fuel consumption, or fares received.
86%Report any bus malfunctions or needed repairs.
70%Report delinquent student behaviors to school administration.
70%Maintain knowledge of first-aid procedures.
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Head-to-head task automation timeline
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Career transition paths from each job
Risk-adjusted salary comparison
Combined protective factor strategy
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