Takeover Tracker
20%low risk
Rail Car Repairers
vs

57 shared · 8 different

core competencies

20%low risk
Refractory Materials Repairers, Except Brickmasons

Side-by-Side Comparison

MetricRail Car RepairersRefractory Materials Repairers, Except Brickmasons
Risk Score19.9%20.1%
Risk TierLow RiskLow Risk
Risk Percentile6th7th
Tasks at Risk (>50%)3 / 152 / 15
Median Salary$65,680$58,540
Employment18K1K

Skill Comparison

|

Sorted by largest difference

Static Strength
Repairing and Maintaining Mechanical Equipment
Repairing
Making Decisions and Solving Problems
Controlling Machines and Processes
Troubleshooting
Public Safety and Security
Visual Color Discrimination

Protective Factors

Higher values indicate stronger protection against AI displacement

Rail Car Repairers

26%

total discount

Refractory Materials Repairers, Except Brickmasons

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.

Refractory Materials Repairers, Except Brickmasons

2 of 15 at risk
53%Transfer clay structures to curing ovens, melting tanks, and drawing kilns, using forklifts.
51%Mix specified amounts of sand, clay, mortar powder, and water to form refractory clay or mortar, using shovels or mixing machines.
49%Fasten stopper heads to rods with metal pins to assemble refractory stoppers used to plug pouring nozzles of steel ladles.
49%Dump and tamp clay in molds, using tamping tools.
47%Measure furnace walls to determine dimensions and cut required number of sheets from plastic block, using saws.

Wage Comparison

Refractory Materials Repairers, Except Brickmasons earns -$7,140(-11%) vs Rail Car Repairers
Rail Car RepairersRefractory Materials Repairers, Except Brickmasons
10th
$45,670$37,050
25th
$51,640$48,380
Median
$65,680$58,540
75th
$80,150$73,940
90th
$92,000$81,440

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Rail Car Repairers2028–2035
Refractory Materials Repairers, Except Brickmasons2028–2035
20242030203520402045

Rail Car Repairers has a longer runway before significant displacement, projected 0 years later than Refractory Materials Repairers, Except Brickmasons.

Risk-Adjusted Salary

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

Rail Car Repairers

$52,616

from $65,680

Refractory Materials Repairers, Except Brickmasons

$46,768

from $58,540

After adjusting for AI risk, Rail Car Repairers offers $5,849 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Rail

0

Unique to Refractory

Combined Protection Strategy

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

Creativity
Fine Manipulation
Regulatory Barriers
Decision Complexity
Rail Car RepairersRefractory Materials Repairers, Except Brickmasons
Find transitions from Rail Car RepairersFind transitions from Refractory Materials Repairers, Except Brickmasons