Continuous Mining Machine Operators vs Maintenance Workers, Machinery AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Continuous Mining Machine Operators

52 shared · 21 different

core competencies

medium risk

Maintenance Workers, Machinery

Side-by-Side Comparison

Maintenance Workers, Machinery leads 3–2

Metric	Continuous Mining Machine Operators	Maintenance Workers, Machinery
Risk Score	34.3%	29.7%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	63th	37th
Tasks at Risk (>50%)	9 / 15	10 / 15
Median Salary	$63,380	$60,500
Employment	14K	57K

Skill Comparison

Sorted by largest difference

Operating Vehicles, Mechanized Devices, or Equipment

Making Decisions and Solving Problems

Law and Government

Repairing and Maintaining Mechanical Equipment

Evaluating Information to Determine Compliance with Standards

Reaction Time

Training and Teaching Others

Rate Control

Multilimb Coordination

Control Precision

Depth Perception

Production and Processing

Protective Factors

Higher values indicate stronger protection against AI displacement

Continuous Mining Machine Operators

28%

total discount

Maintenance Workers, Machinery

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.

Maintenance Workers, Machinery

10 of 15 at risk

88%Inventory and requisition machine parts, equipment, and other supplies so that stock can be maintained and replenished.

86%Read work orders and specifications to determine machines and equipment requiring repair or maintenance.

86%Record production, repair, and machine maintenance information.

61%Transport machine parts, tools, equipment, and other material between work areas and storage, using cranes, hoists, or dollies.

57%Set up and operate machines, and adjust controls to regulate operations.

Wage Comparison

Maintenance Workers, Machinery earns -$2,880(-5%) vs Continuous Mining Machine Operators

Continuous Mining Machine OperatorsMaintenance Workers, Machinery

10th

$41,450$40,080

25th

$50,850$48,600

Median

$63,380$60,500

75th

$76,850$72,260

90th

$84,420$83,560

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Continuous Mining Machine Operators2028–2035

Maintenance Workers, Machinery2028–2035

20242030203520402045

Maintenance Workers, Machinery 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

Maintenance Workers, Machinery

$42,562

from $60,500

After adjusting for AI risk, Maintenance Workers, Machinery offers $896 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Continuous

Unique to Maintenance

Combined Protection Strategy

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

Decision Complexity

Regulatory Barriers

Creativity

Fine Manipulation

Continuous Mining Machine OperatorsMaintenance Workers, Machinery

Find transitions from Continuous Mining Machine Operators Find transitions from Maintenance Workers, Machinery