Takeover Tracker

Side-by-Side Comparison

MetricRail-Track Laying and Maintenance Equipment OperatorsExcavating and Loading Machine and Dragline Operators
Risk Score29.8%22.7%
Risk TierMedium RiskLow Risk
Risk Percentile38th13th
Tasks at Risk (>50%)4 / 155 / 15
Median Salary$67,370N/A
Employment16KN/A

Skill Comparison

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Sorted by largest difference

Controlling Machines and Processes
Operating Vehicles, Mechanized Devices, or Equipment
Transportation
Inspecting Equipment, Structures, or Material
Response Orientation
Auditory Attention
Spatial Orientation
PersuasionAI-Resistant
Training and Teaching Others
Building and Construction
Depth Perception

Protective Factors

Higher values indicate stronger protection against AI displacement

Rail-Track Laying and Maintenance Equipment Operators

28%

total discount

Excavating and Loading Machine and Dragline Operators

28%

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.

Excavating and Loading Machine and Dragline Operators

5 of 15 at risk
86%Receive written or oral instructions regarding material movement or excavation.
84%Become familiar with digging plans, machine capabilities and limitations, and with efficient and safe digging procedures in a given application.
84%Measure and verify levels of rock or gravel, bases, or other excavated material.
53%Move materials over short distances, such as around a construction site, factory, or warehouse.
51%Adjust dig face angles for varying overburden depths and set lengths.

Wage Comparison

Rail-Track Laying and Maintenance Equipment OperatorsExcavating and Loading Machine and Dragline Operators
10th
$45,720N/A
25th
$51,630N/A
Median
$67,370N/A
75th
$79,330N/A
90th
$84,840N/A

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Rail-Track Laying and Maintenance Equipment Operators20282035
Excavating and Loading Machine and Dragline Operators20282035
20242030203520402045

Excavating and Loading Machine and Dragline Operators has a longer runway before significant displacement, projected 0 years later than Rail-Track Laying and Maintenance Equipment Operators.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Rail-Track

0

Unique to Excavating

Combined Protection Strategy

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

Social Intelligence
Regulatory Barriers
Decision Complexity
Creativity
Rail-Track Laying and Maintenance Equipment OperatorsExcavating and Loading Machine and Dragline Operators