Takeover Tracker
vs

59 shared · 11 different

core competencies

23%low risk
Fence Erectors

Side-by-Side Comparison

MetricRail Car RepairersFence Erectors
Risk Score19.9%23.2%
Risk TierLow RiskLow Risk
Risk Percentile6th14th
Tasks at Risk (>50%)3 / 152 / 15
Median Salary$65,680$46,940
Employment18K23K

Skill Comparison

|

Sorted by largest difference

Mechanical
Repairing
Troubleshooting
Public Safety and Security
Repairing and Maintaining Mechanical Equipment
Equipment MaintenanceAI-Resistant
Building and Construction
Visual Color Discrimination
Auditory Attention
Gross Body Equilibrium
Finger Dexterity

Protective Factors

Higher values indicate stronger protection against AI displacement

Rail Car Repairers

26%

total discount

Fence Erectors

25%

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.

Fence Erectors

2 of 15 at risk
74%Establish the location for a fence, and gather information needed to ensure that there are no electric cables or water lines in the area.
74%Measure and lay out fence lines and mark posthole positions, following instructions, drawings, or specifications.
45%Make rails for fences, by sawing lumber or by cutting metal tubing to required lengths.
39%Set metal or wooden posts in upright positions in postholes.
39%Mix and pour concrete around bases of posts, or tamp soil into postholes to embed posts.

Wage Comparison

Fence Erectors earns -$18,740(-29%) vs Rail Car Repairers
Rail Car RepairersFence Erectors
10th
$45,670$35,090
25th
$51,640$39,040
Median
$65,680$46,940
75th
$80,150$57,070
90th
$92,000$74,660

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Rail Car Repairers20282035
Fence Erectors20282035
20242030203520402045

Rail Car Repairers has a longer runway before significant displacement, projected 0 years later than Fence Erectors.

Risk-Adjusted Salary

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

Rail Car Repairers

$52,616

from $65,680

Fence Erectors

$36,041

from $46,940

After adjusting for AI risk, Rail Car Repairers offers $16,576 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Rail

0

Unique to Fence

Combined Protection Strategy

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

Creativity
Fine Manipulation
Regulatory Barriers
Social Intelligence
Rail Car RepairersFence Erectors