Takeover Tracker

vs

64 shared · 13 different

core competencies

Side-by-Side Comparison

MetricIndustrial Machinery MechanicsRail Car Repairers
Risk Score24.0%19.9%
Risk TierLow RiskLow Risk
Risk Percentile16th6th
Tasks at Risk (>50%)7 / 153 / 15
Median Salary$63,760$65,680
Employment422K18K

Skill Comparison

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Sorted by largest difference

Design
Mechanical
Building and Construction
English Language
Repairing and Maintaining Mechanical Equipment
Production and Processing
MathematicsAI-Vulnerable
Equipment MaintenanceAI-Resistant
Evaluating Information to Determine Compliance with Standards
Operation Monitoring
Equipment Selection
Hearing Sensitivity

Protective Factors

Higher values indicate stronger protection against AI displacement

Industrial Machinery Mechanics

27%

total discount

Rail Car Repairers

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Industrial Machinery Mechanics

7 of 15 at risk
87%Record parts or materials used and order or requisition new parts or materials as necessary.
86%Record repairs and maintenance performed.
85%Assign work schedules to work crews.
75%Enter codes and instructions to program computer-controlled machinery.
57%Study blueprints or manufacturers' manuals to determine correct installation or operation of machinery.

Rail Car Repairers

3 of 15 at risk
86%Record conditions of cars, and repair and maintenance work performed or to be performed.
53%Inspect the interior and exterior of rail cars coming into rail yards to identify defects and to determine the extent of wear and damage.
51%Inspect components such as bearings, seals, gaskets, wheels, and coupler assemblies to determine if repairs are needed.
45%Test units for operability before and after repairs.
45%Measure diameters of axle wheel seats, using micrometers, and mark dimensions on axles so that wheels can be bored to specified dimensions.

Wage Comparison

Rail Car Repairers earns +$1,920(+3%) vs Industrial Machinery Mechanics
Industrial Machinery MechanicsRail Car Repairers
10th
$45,090$45,670
25th
$52,710$51,640
Median
$63,760$65,680
75th
$78,070$80,150
90th
$92,730$92,000

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Head-to-head task automation timeline
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