Takeover Tracker
34%medium risk
Continuous Mining Machine Operators
vs

61 shared · 13 different

core competencies

44%medium risk
Metal-Refining Furnace Operators and Tenders

Side-by-Side Comparison

MetricContinuous Mining Machine OperatorsMetal-Refining Furnace Operators and Tenders
Risk Score34.3%44.2%
Risk TierMedium RiskMedium Risk
Risk Percentile63th90th
Tasks at Risk (>50%)9 / 157 / 15
Median Salary$63,380$55,770
Employment14K20K

Skill Comparison

|

Sorted by largest difference

Controlling Machines and Processes
Operating Vehicles, Mechanized Devices, or Equipment
Repairing and Maintaining Mechanical Equipment
Handling and Moving Objects
Documenting/Recording Information
Monitor Processes, Materials, or Surroundings
Performing General Physical Activities
Developing and Building Teams
Making Decisions and Solving Problems
Repairing and Maintaining Electronic Equipment
Getting Information
Mechanical

Protective Factors

Higher values indicate stronger protection against AI displacement

Continuous Mining Machine Operators

28%

total discount

Metal-Refining Furnace Operators and Tenders

26%

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.

Metal-Refining Furnace Operators and Tenders

7 of 15 at risk
88%Record production data, and maintain production logs.
84%Observe air and temperature gauges or metal color and fluidity, and turn fuel valves or adjust controls to maintain required temperatures.
84%Observe operations inside furnaces, using television screens, to ensure that problems do not occur.
74%Draw smelted metal samples from furnaces or kettles for analysis, and calculate types and amounts of materials needed to ensure that materials meet specifications.
67%Regulate supplies of fuel and air, or control flow of electric current and water coolant to heat furnaces and adjust temperatures.

Wage Comparison

Metal-Refining Furnace Operators and Tenders earns -$7,610(-12%) vs Continuous Mining Machine Operators
Continuous Mining Machine OperatorsMetal-Refining Furnace Operators and Tenders
10th
$41,450$38,760
25th
$50,850$46,550
Median
$63,380$55,770
75th
$76,850$65,070
90th
$84,420$80,280

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Continuous Mining Machine Operators2028–2035
Metal-Refining Furnace Operators and Tenders2028–2035
20242030203520402045

Continuous Mining Machine Operators has a longer runway before significant displacement, projected 0 years later than Metal-Refining Furnace Operators and Tenders.

Risk-Adjusted Salary

Salary weighted by displacement risk: salary × (1 − risk%)

Continuous Mining Machine Operators

$41,666

from $63,380

Metal-Refining Furnace Operators and Tenders

$31,120

from $55,770

After adjusting for AI risk, Continuous Mining Machine Operators offers $10,546 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Continuous

0

Unique to Metal-Refining

Combined Protection Strategy

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

Regulatory Barriers
Decision Complexity
Fine Manipulation
Creativity
Continuous Mining Machine OperatorsMetal-Refining Furnace Operators and Tenders
Find transitions from Continuous Mining Machine OperatorsFind transitions from Metal-Refining Furnace Operators and Tenders