First-Line Supervisors of Logging Workers vs Continuous Mining Machine Operators AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

First-Line Supervisors of Logging Workers

57 shared · 37 different

core competencies

medium risk

Continuous Mining Machine Operators

Side-by-Side Comparison

First-Line Supervisors of Logging Workers leads 4–1

Metric	First-Line Supervisors of Logging Workers	Continuous Mining Machine Operators
Risk Score	32.6%	34.3%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	54th	63th
Tasks at Risk (>50%)	5 / 13	9 / 15
Median Salary	$59,330	$63,380
Employment	30K	14K

Skill Comparison

Sorted by largest difference

Monitoring and Controlling Resources

Resolving Conflicts and Negotiating with Others

Repairing and Maintaining Electronic Equipment

Management of Personnel Resources

Speaking

MonitoringAI-Augmented

Time Management

PersuasionAI-Resistant

Systems Evaluation

Reading ComprehensionAI-Vulnerable

Administration and Management

Speech Recognition

Protective Factors

Higher values indicate stronger protection against AI displacement

First-Line Supervisors of Logging Workers

31%

total discount

Continuous Mining Machine Operators

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

First-Line Supervisors of Logging Workers

5 of 13 at risk

87%Prepare production or personnel time records for management.

85%Schedule work crews, equipment, or transportation for several different work locations.

84%Plan or schedule logging operations, such as felling or bucking trees or grading, sorting, yarding, or loading logs.

84%Coordinate the selection and movement of logs from storage areas, according to transportation schedules or production requirements.

78%Coordinate dismantling, moving, and setting up equipment at new work sites.

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.

Wage Comparison

Continuous Mining Machine Operators earns +$4,050(+7%) vs First-Line Supervisors of Logging Workers

First-Line Supervisors of Logging WorkersContinuous Mining Machine Operators

10th

$39,610$41,450

25th

$47,660$50,850

Median

$59,330$63,380

75th

$76,640$76,850

90th

$90,840$84,420

Premium Head-to-Head Analysis

Displacement Timeline Comparison

First-Line Supervisors of Logging Workers2028–2035

Continuous Mining Machine Operators2028–2035

20242030203520402045

First-Line Supervisors of Logging Workers 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%)

First-Line Supervisors of Logging Workers

$39,965

from $59,330

Continuous Mining Machine Operators

$41,666

from $63,380

After adjusting for AI risk, Continuous Mining Machine Operators offers $1,701 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to First-Line

Unique to Continuous

Combined Protection Strategy

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

Creativity

Social Intelligence

Regulatory Barriers

Decision Complexity

First-Line Supervisors of Logging WorkersContinuous Mining Machine Operators

Find transitions from First-Line Supervisors of Logging Workers Find transitions from Continuous Mining Machine Operators