Takeover Tracker
vs

67 shared · 13 different

core competencies

Side-by-Side Comparison

MetricStructural Iron and Steel WorkersRail Car Repairers
Risk Score13.6%19.9%
Risk TierLow RiskLow Risk
Risk Percentile1th6th
Tasks at Risk (>50%)2 / 153 / 15
Median Salary$62,700$65,680
Employment65K18K

Skill Comparison

|

Sorted by largest difference

Building and Construction
Repairing and Maintaining Mechanical Equipment
Repairing
Equipment MaintenanceAI-Resistant
Troubleshooting
MathematicsAI-Vulnerable
Gross Body Equilibrium
Static Strength
Dynamic Strength
Inspecting Equipment, Structures, or Material
Rate Control
Getting Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Structural Iron and Steel Workers

28%

total discount

Rail Car Repairers

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Structural Iron and Steel Workers

2 of 15 at risk
71%Read specifications or blueprints to determine the locations, quantities, or sizes of materials required.
70%Verify vertical and horizontal alignment of structural steel members, using plumb bobs, laser equipment, transits, or levels.
13%Cut, bend, or weld steel pieces, using metal shears, torches, or welding equipment.
11%Assemble or inspect hoisting equipment or rigging, such as cables, pulleys, or hooks, to move heavy equipment or materials.
11%Lift steel beams, girders, or columns using cranes or forklifts, or by signaling hoisting equipment operators to lift or position structural steel members.

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 +$2,980(+5%) vs Structural Iron and Steel Workers
Structural Iron and Steel WorkersRail Car Repairers
10th
$42,000$45,670
25th
$49,090$51,640
Median
$62,700$65,680
75th
$82,780$80,150
90th
$107,520$92,000

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Structural Iron and Steel Workers20282035
Rail Car Repairers20282035
20242030203520402045

Structural Iron and Steel Workers has a longer runway before significant displacement, projected 0 years later than Rail Car Repairers.

Risk-Adjusted Salary

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

Structural Iron and Steel Workers

$54,185

from $62,700

Rail Car Repairers

$52,616

from $65,680

After adjusting for AI risk, Structural Iron and Steel Workers offers $1,569 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Structural

0

Unique to Rail

Combined Protection Strategy

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

Fine Manipulation
Creativity
Regulatory Barriers
Social Intelligence
Structural Iron and Steel WorkersRail Car Repairers