Takeover Tracker
24%low risk
Industrial Machinery Mechanics
vs

64 shared · 13 different

core competencies

20%low risk
Rail Car Repairers

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

|

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

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Industrial Machinery Mechanics2028–2035
Rail Car Repairers2028–2035
20242030203520402045

Rail Car Repairers has a longer runway before significant displacement, projected 0 years later than Industrial Machinery Mechanics.

Risk-Adjusted Salary

Salary weighted by displacement risk: salary × (1 − risk%)

Industrial Machinery Mechanics

$48,451

from $63,760

Rail Car Repairers

$52,616

from $65,680

After adjusting for AI risk, Rail Car Repairers offers $4,165 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Industrial

0

Unique to Rail

Combined Protection Strategy

Regardless of which path you choose, focus on these protective factors

Social Intelligence
Decision Complexity
Fine Manipulation
Creativity
Industrial Machinery MechanicsRail Car Repairers
Find transitions from Industrial Machinery MechanicsFind transitions from Rail Car Repairers