Takeover Tracker

vs

69 shared · 16 different

core competencies

Side-by-Side Comparison

MetricRail-Track Laying and Maintenance Equipment OperatorsConstruction Laborers
Risk Score29.8%17.8%
Risk TierMedium RiskLow Risk
Risk Percentile38th4th
Tasks at Risk (>50%)4 / 153 / 15
Median Salary$67,370$46,730
Employment16K1.1M

Skill Comparison

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Sorted by largest difference

Flexibility of Closure
Evaluating Information to Determine Compliance with Standards
Reaction Time
Making Decisions and Solving Problems
Establishing and Maintaining Interpersonal Relationships
Visualization
Repairing
Organizing, Planning, and Prioritizing Work
Troubleshooting
Quality Control Analysis
Customer and Personal Service
Perceptual Speed

Protective Factors

Higher values indicate stronger protection against AI displacement

Rail-Track Laying and Maintenance Equipment Operators

28%

total discount

Construction Laborers

26%

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.

Construction Laborers

3 of 15 at risk
71%Measure, mark, or record openings or distances to layout areas where construction work will be performed.
70%Operate or maintain air monitoring or other sampling devices in confined or hazardous environments.
68%Read plans, instructions, or specifications to determine work activities.
49%Tend pumps, compressors, or generators to provide power for tools, machinery, or equipment or to heat or move materials, such as asphalt.
47%Control traffic passing near, in, or around work zones.

Wage Comparison

Construction Laborers earns -$20,640(-31%) vs Rail-Track Laying and Maintenance Equipment Operators
Rail-Track Laying and Maintenance Equipment OperatorsConstruction Laborers
10th
$45,720$34,200
25th
$51,630$38,100
Median
$67,370$46,730
75th
$79,330$58,910
90th
$84,840$77,530

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Head-to-head task automation timeline
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Career transition paths from each job
Risk-adjusted salary comparison
Combined protective factor strategy
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