Takeover Tracker
21%low risk
Mobile Heavy Equipment Mechanics, Except Engines
vs

65 shared · 19 different

core competencies

20%low risk
Rail Car Repairers

Side-by-Side Comparison

MetricMobile Heavy Equipment Mechanics, Except EnginesRail Car Repairers
Risk Score21.1%19.9%
Risk TierLow RiskLow Risk
Risk Percentile9th6th
Tasks at Risk (>50%)4 / 153 / 15
Median Salary$63,980$65,680
Employment180K18K

Skill Comparison

|

Sorted by largest difference

Repairing and Maintaining Electronic Equipment
Mechanical
Making Decisions and Solving Problems
Repairing and Maintaining Mechanical Equipment
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Analyzing Data or Information
Establishing and Maintaining Interpersonal Relationships
Documenting/Recording Information
Monitor Processes, Materials, or Surroundings
Operating Vehicles, Mechanized Devices, or Equipment
Updating and Using Relevant Knowledge
Provide Consultation and Advice to Others

Protective Factors

Higher values indicate stronger protection against AI displacement

Mobile Heavy Equipment Mechanics, Except Engines

30%

total discount

Rail Car Repairers

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Mobile Heavy Equipment Mechanics, Except Engines

4 of 15 at risk
86%Read and understand operating manuals, blueprints, and technical drawings.
86%Research, order, and maintain parts inventory for services and repairs.
86%Schedule maintenance for industrial machines and equipment, and keep equipment service records.
53%Diagnose faults or malfunctions to determine required repairs, using engine diagnostic equipment such as computerized test equipment and calibration devices.
47%Examine parts for damage or excessive wear, using micrometers and gauges.

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 +$1,700(+3%) vs Mobile Heavy Equipment Mechanics, Except Engines
Mobile Heavy Equipment Mechanics, Except EnginesRail Car Repairers
10th
$45,450$45,670
25th
$53,500$51,640
Median
$63,980$65,680
75th
$78,090$80,150
90th
$92,360$92,000

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Mobile Heavy Equipment Mechanics, Except Engines2028–2035
Rail Car Repairers2028–2035
20242030203520402045

Rail Car Repairers has a longer runway before significant displacement, projected 0 years later than Mobile Heavy Equipment Mechanics, Except Engines.

Risk-Adjusted Salary

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

Mobile Heavy Equipment Mechanics, Except Engines

$50,480

from $63,980

Rail Car Repairers

$52,616

from $65,680

After adjusting for AI risk, Rail Car Repairers offers $2,136 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Mobile

0

Unique to Rail

Combined Protection Strategy

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

Decision Complexity
Creativity
Social Intelligence
Regulatory Barriers
Mobile Heavy Equipment Mechanics, Except EnginesRail Car Repairers
Find transitions from Mobile Heavy Equipment Mechanics, Except EnginesFind transitions from Rail Car Repairers