Takeover Tracker
20%low risk
Rail Car Repairers
vs

41 shared · 23 different

core competencies

40%medium risk
Helpers--Production Workers

Side-by-Side Comparison

MetricRail Car RepairersHelpers--Production Workers
Risk Score19.9%39.5%
Risk TierLow RiskMedium Risk
Risk Percentile6th79th
Tasks at Risk (>50%)3 / 1511 / 15
Median Salary$65,680$38,220
Employment18K167K

Skill Comparison

|

Sorted by largest difference

Repairing
Mechanical
Troubleshooting
Equipment MaintenanceAI-Resistant
Operating Vehicles, Mechanized Devices, or Equipment
Public Safety and Security
Thinking Creatively
Repairing and Maintaining Mechanical Equipment
Flexibility of Closure
Visual Color Discrimination
Gross Body Coordination
Critical ThinkingAI-Augmented

Protective Factors

Higher values indicate stronger protection against AI displacement

Rail Car Repairers

26%

total discount

Helpers--Production Workers

23%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Helpers--Production Workers

11 of 15 at risk
86%Count finished products to determine if product orders are complete.
86%Measure amounts of products, lengths of extruded articles, or weights of filled containers to ensure conformance to specifications.
86%Mark or tag identification on parts.
86%Observe equipment operations so that malfunctions can be detected, and notify operators of any malfunctions.
67%Examine products to verify conformance to quality standards.

Wage Comparison

Helpers--Production Workers earns -$27,460(-42%) vs Rail Car Repairers
Rail Car RepairersHelpers--Production Workers
10th
$45,670$30,060
25th
$51,640$34,390
Median
$65,680$38,220
75th
$80,150$44,980
90th
$92,000$52,120

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Rail Car Repairers2028–2035
Helpers--Production Workers2028–2035
20242030203520402045

Rail Car Repairers has a longer runway before significant displacement, projected 0 years later than Helpers--Production Workers.

Risk-Adjusted Salary

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

Rail Car Repairers

$52,616

from $65,680

Helpers--Production Workers

$23,119

from $38,220

After adjusting for AI risk, Rail Car Repairers offers $29,497 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Rail

0

Unique to Helpers--Production

Combined Protection Strategy

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

Creativity
Fine Manipulation
Decision Complexity
Social Intelligence
Rail Car RepairersHelpers--Production Workers
Find transitions from Rail Car RepairersFind transitions from Helpers--Production Workers