Takeover Tracker
vs

75 shared · 16 different

core competencies

Side-by-Side Comparison

MetricRail-Track Laying and Maintenance Equipment OperatorsPipe Fitters and Steamfitters
Risk Score29.8%17.8%
Risk TierMedium RiskLow Risk
Risk Percentile38th3th
Tasks at Risk (>50%)4 / 153 / 15
Median Salary$67,370$62,970
Employment16K456K

Skill Comparison

|

Sorted by largest difference

Design
Transportation
Operating Vehicles, Mechanized Devices, or Equipment
Mechanical
Estimating the Quantifiable Characteristics of Products, Events, or Information
Dynamic Strength
Building and Construction
Far Vision
Documenting/Recording Information
Operation and Control
Making Decisions and Solving Problems
Reading ComprehensionAI-Vulnerable

Protective Factors

Higher values indicate stronger protection against AI displacement

Rail-Track Laying and Maintenance Equipment Operators

28%

total discount

Pipe Fitters and Steamfitters

29%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Rail-Track Laying and Maintenance Equipment Operators

4 of 15 at risk
84%Observe leveling indicator arms to verify levelness and alignment of tracks.
57%Adjust controls of machines that spread, shape, raise, level, or align track, according to specifications.
55%Engage mechanisms that lay tracks or rails to specified gauges.
53%Clean, grade, or level ballast on railroad tracks.
49%Operate single- or multiple-head spike driving machines to drive spikes into ties and secure rails.

Pipe Fitters and Steamfitters

3 of 15 at risk
86%Select pipe sizes, types, or related materials, such as supports, hangers, or hydraulic cylinders, according to specifications.
55%Lay out full scale drawings of pipe systems, supports, or related equipment, according to blueprints.
51%Plan pipe system layout, installation, or repair, according to specifications.
43%Inspect work sites for obstructions or holes that could cause structural weakness.
39%Inspect, examine, or test installed systems or pipe lines, using pressure gauge, hydrostatic testing, observation, or other methods.

Wage Comparison

Pipe Fitters and Steamfitters earns -$4,400(-7%) vs Rail-Track Laying and Maintenance Equipment Operators
Rail-Track Laying and Maintenance Equipment OperatorsPipe Fitters and Steamfitters
10th
$45,720$40,670
25th
$51,630$48,860
Median
$67,370$62,970
75th
$79,330$81,900
90th
$84,840$105,150

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Rail-Track Laying and Maintenance Equipment Operators20282035
Pipe Fitters and Steamfitters20282035
20242030203520402045

Pipe Fitters and Steamfitters has a longer runway before significant displacement, projected 0 years later than Rail-Track Laying and Maintenance Equipment Operators.

Risk-Adjusted Salary

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

Rail-Track Laying and Maintenance Equipment Operators

$47,267

from $67,370

Pipe Fitters and Steamfitters

$51,774

from $62,970

After adjusting for AI risk, Pipe Fitters and Steamfitters offers $4,507 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Rail-Track

0

Unique to Pipe

Combined Protection Strategy

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

Creativity
Decision Complexity
Regulatory Barriers
Social Intelligence
Rail-Track Laying and Maintenance Equipment OperatorsPipe Fitters and Steamfitters