medium risk
Locomotive Engineersvs
47 shared · 35 different
core competencies
medium risk
Taxi Drivers and ChauffeursSide-by-Side Comparison
Taxi Drivers and Chauffeurs leads 4–0| Metric | Locomotive Engineers | Taxi Drivers and Chauffeurs |
|---|---|---|
| Risk Score | 44.1% | 31.2% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 90th | 46th |
| Tasks at Risk (>50%) | 13 / 15 | 10 / 15 |
| Median Salary | $77,400 | N/A |
| Employment | 32K | N/A |
Skill Comparison
|
Sorted by largest difference
Controlling Machines and Processes
Evaluating Information to Determine Compliance with Standards
Identifying Objects, Actions, and Events
Performing for or Working Directly with the Public
Analyzing Data or Information
Processing Information
Monitor Processes, Materials, or Surroundings
Handling and Moving Objects
Operation and Control
Perceptual Speed
Selective Attention
Operation Monitoring
Protective Factors
Higher values indicate stronger protection against AI displacement
Locomotive Engineers
28%
total discount
Taxi Drivers and Chauffeurs
27%
total discount
Task Risk Comparison
Tasks sorted by AI automation risk — higher means more automatable
Locomotive Engineers
13 of 15 at risk87%Prepare reports regarding any problems encountered, such as accidents, signaling problems, unscheduled stops, or delays.
86%Monitor gauges or meters that measure speed, amperage, battery charge, or air pressure in brakelines or in main reservoirs.
85%Check to ensure that brake examination tests are conducted at shunting stations.
85%Check to ensure that documentation, such as procedure manuals or logbooks, are in the driver's cab and available for staff use.
77%Interpret train orders, signals, or railroad rules and regulations that govern the operation of locomotives.
Taxi Drivers and Chauffeurs
10 of 15 at risk89%Record name, date, and taxi identification information on trip sheets, along with trip information, such as time and place of pickup and drop-off, and total fee.
89%Collect fares or vouchers from passengers and make change or issue receipts as necessary.
87%Notify dispatchers or company mechanics of vehicle problems.
87%Arrange to pick up particular customers or groups on a regular schedule.
87%Report to taxicab services or garages to receive vehicle assignments.
Wage Comparison
Locomotive EngineersTaxi Drivers and Chauffeurs
10th
$60,980N/A
25th
$73,410N/A
Median
$77,400N/A
75th
$84,230N/A
90th
$100,690N/A
Premium Head-to-Head Analysis
Displacement Timeline Comparison
Locomotive Engineers2028–2035
Taxi Drivers and Chauffeurs2028–2035
20242030203520402045
Taxi Drivers and Chauffeurs has a longer runway before significant displacement, projected 0 years later than Locomotive Engineers.
Transition Feasibility
1%
Skill Overlap
Low overlap — significant retraining needed for transition
0
Unique to Locomotive
0
Unique to Taxi
Combined Protection Strategy
Regardless of which path you choose, focus on these protective factors
Decision Complexity
Fine Manipulation
Social Intelligence
Regulatory Barriers
Locomotive EngineersTaxi Drivers and Chauffeurs