Takeover Tracker
vs

58 shared · 16 different

core competencies

Side-by-Side Comparison

MetricContinuous Mining Machine OperatorsPaving, Surfacing, and Tamping Equipment Operators
Risk Score34.3%18.1%
Risk TierMedium RiskLow Risk
Risk Percentile63th4th
Tasks at Risk (>50%)9 / 150 / 15
Median Salary$63,380$51,650
Employment14K46K

Skill Comparison

|

Sorted by largest difference

Performing General Physical Activities
Repairing and Maintaining Electronic Equipment
Public Safety and Security
Customer and Personal Service
Mechanical
Building and Construction
Estimating the Quantifiable Characteristics of Products, Events, or Information
Repairing and Maintaining Mechanical Equipment
Developing and Building Teams
Production and Processing
Auditory Attention
Transportation

Protective Factors

Higher values indicate stronger protection against AI displacement

Continuous Mining Machine Operators

28%

total discount

Paving, Surfacing, and Tamping Equipment 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.

Paving, Surfacing, and Tamping Equipment Operators

0 of 15 at risk
45%Light burners or start heating units of machines, and regulate screed temperatures and asphalt flow rates.
41%Start machine, engage clutch, and push and move levers to guide machine along forms or guidelines and to control the operation of machine attachments.
39%Observe distribution of paving material to adjust machine settings or material flow, and indicate low spots for workers to add material.
39%Fill tanks, hoppers, or machines with paving materials.
37%Shovel blacktop.

Wage Comparison

Paving, Surfacing, and Tamping Equipment Operators earns -$11,730(-19%) vs Continuous Mining Machine Operators
Continuous Mining Machine OperatorsPaving, Surfacing, and Tamping Equipment Operators
10th
$41,450$38,030
25th
$50,850$44,740
Median
$63,380$51,650
75th
$76,850$66,060
90th
$84,420$90,110

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Continuous Mining Machine Operators20282035
Paving, Surfacing, and Tamping Equipment Operators20282035
20242030203520402045

Paving, Surfacing, and Tamping 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

Paving, Surfacing, and Tamping Equipment Operators

$42,301

from $51,650

After adjusting for AI risk, Paving, Surfacing, and Tamping Equipment Operators offers $635 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Continuous

0

Unique to Paving,

Combined Protection Strategy

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

Regulatory Barriers
Creativity
Decision Complexity
Social Intelligence
Continuous Mining Machine OperatorsPaving, Surfacing, and Tamping Equipment Operators