Takeover Tracker
34%medium risk
Continuous Mining Machine Operators
vs

64 shared · 11 different

core competencies

20%low risk
Logging Equipment Operators

Side-by-Side Comparison

MetricContinuous Mining Machine OperatorsLogging Equipment Operators
Risk Score34.3%20.1%
Risk TierMedium RiskLow Risk
Risk Percentile63th7th
Tasks at Risk (>50%)9 / 153 / 9
Median Salary$63,380$49,210
Employment14K23K

Skill Comparison

|

Sorted by largest difference

Estimating the Quantifiable Characteristics of Products, Events, or Information
Establishing and Maintaining Interpersonal Relationships
Operating Vehicles, Mechanized Devices, or Equipment
Training and Teaching Others
Monitoring and Controlling Resources
Repairing and Maintaining Electronic Equipment
Getting Information
Monitor Processes, Materials, or Surroundings
Provide Consultation and Advice to Others
Coaching and Developing Others
Time Sharing

Protective Factors

Higher values indicate stronger protection against AI displacement

Continuous Mining Machine Operators

28%

total discount

Logging Equipment Operators

27%

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.

Logging Equipment Operators

3 of 9 at risk
89%Calculate total board feet, cordage, or other wood measurement units, using conversion tables.
87%Grade logs according to characteristics such as knot size and straightness, and according to established industry or company standards.
87%Fill out required job or shift report forms.
45%Inspect equipment for safety prior to use, and perform necessary basic maintenance tasks.
13%Control hydraulic tractors equipped with tree clamps and booms to lift, swing, and bunch sheared trees.

Wage Comparison

Logging Equipment Operators earns -$14,170(-22%) vs Continuous Mining Machine Operators
Continuous Mining Machine OperatorsLogging Equipment Operators
10th
$41,450$35,050
25th
$50,850$43,750
Median
$63,380$49,210
75th
$76,850$60,640
90th
$84,420$72,280

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Continuous Mining Machine Operators2028–2035
Logging Equipment Operators2028–2035
20242030203520402045

Logging 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

Logging Equipment Operators

$39,334

from $49,210

After adjusting for AI risk, Continuous Mining Machine Operators offers $2,332 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Continuous

0

Unique to Logging

Combined Protection Strategy

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

Regulatory Barriers
Decision Complexity
Social Intelligence
Fine Manipulation
Continuous Mining Machine OperatorsLogging Equipment Operators
Find transitions from Continuous Mining Machine OperatorsFind transitions from Logging Equipment Operators
Continuous Mining Machine Operators vs Logging Equipment Operators AI Risk — Takeover Tracker