Takeover Tracker
vs

50 shared · 20 different

core competencies

33%medium risk
Dredge Operators

Side-by-Side Comparison

MetricContinuous Mining Machine OperatorsDredge Operators
Risk Score34.3%32.8%
Risk TierMedium RiskMedium Risk
Risk Percentile63th55th
Tasks at Risk (>50%)9 / 154 / 7
Median Salary$63,380$48,430
Employment14K1K

Skill Comparison

|

Sorted by largest difference

Operating Vehicles, Mechanized Devices, or Equipment
Making Decisions and Solving Problems
Law and Government
Identifying Objects, Actions, and Events
Evaluating Information to Determine Compliance with Standards
Training and Teaching Others
Extent Flexibility
Updating and Using Relevant Knowledge
Inspecting Equipment, Structures, or Material
Developing and Building Teams
Equipment MaintenanceAI-Resistant
Analyzing Data or Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Continuous Mining Machine Operators

28%

total discount

Dredge Operators

25%

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.

Dredge Operators

4 of 7 at risk
86%Lower anchor poles to verify depths of excavations, using winches, or scan depth gauges to determine depths of excavations.
67%Start and stop engines to operate equipment.
65%Pump water to clear machinery pipelines.
61%Start power winches that draw in or let out cables to change positions of dredges, or pull in and let out cables manually.
41%Perform maintenance on dredge equipment, such as changing engine oil.

Wage Comparison

Dredge Operators earns -$14,950(-24%) vs Continuous Mining Machine Operators
Continuous Mining Machine OperatorsDredge Operators
10th
$41,450$42,060
25th
$50,850$46,120
Median
$63,380$48,430
75th
$76,850$60,300
90th
$84,420$75,050

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Continuous Mining Machine Operators20282035
Dredge Operators20282035
20242030203520402045

Dredge 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

Dredge Operators

$32,545

from $48,430

After adjusting for AI risk, Continuous Mining Machine Operators offers $9,121 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Continuous

0

Unique to Dredge

Combined Protection Strategy

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

Regulatory Barriers
Decision Complexity
Social Intelligence
Creativity
Continuous Mining Machine OperatorsDredge Operators