Takeover Tracker
vs

73 shared · 11 different

core competencies

Side-by-Side Comparison

MetricContinuous Mining Machine OperatorsRail-Track Laying and Maintenance Equipment Operators
Risk Score34.3%29.8%
Risk TierMedium RiskMedium Risk
Risk Percentile63th38th
Tasks at Risk (>50%)9 / 154 / 15
Median Salary$63,380$67,370
Employment14K16K

Skill Comparison

|

Sorted by largest difference

Building and Construction
Repairing and Maintaining Electronic Equipment
Controlling Machines and Processes
Law and Government
Performing General Physical Activities
Handling and Moving Objects
Production and Processing
Training and Teaching Others
Estimating the Quantifiable Characteristics of Products, Events, or Information
Education and Training
Documenting/Recording Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Continuous Mining Machine Operators

28%

total discount

Rail-Track Laying and Maintenance Equipment Operators

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Continuous Mining Machine Operators

9 of 15 at risk
86%Conduct methane gas checks to ensure breathing quality of air.
61%Operate mining machines to gather coal and convey it to floors or shuttle cars.
61%Drive machines into position at working faces.
61%Move controls to start and regulate movement of conveyors and to start and position drill cutters or torches.
61%Reposition machines to make additional holes or cuts.

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.

Wage Comparison

Rail-Track Laying and Maintenance Equipment Operators earns +$3,990(+6%) vs Continuous Mining Machine Operators
Continuous Mining Machine OperatorsRail-Track Laying and Maintenance Equipment Operators
10th
$41,450$45,720
25th
$50,850$51,630
Median
$63,380$67,370
75th
$76,850$79,330
90th
$84,420$84,840

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Continuous Mining Machine Operators20282035
Rail-Track Laying and Maintenance Equipment Operators20282035
20242030203520402045

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

Risk-Adjusted Salary

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

Continuous Mining Machine Operators

$41,666

from $63,380

Rail-Track Laying and Maintenance Equipment Operators

$47,267

from $67,370

After adjusting for AI risk, Rail-Track Laying and Maintenance Equipment Operators offers $5,601 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Continuous

0

Unique to Rail-Track

Combined Protection Strategy

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

Fine Manipulation
Regulatory Barriers
Creativity
Decision Complexity
Continuous Mining Machine OperatorsRail-Track Laying and Maintenance Equipment Operators