Takeover Tracker
34%medium risk
Continuous Mining Machine Operators
vs

53 shared · 22 different

core competencies

38%medium risk
Pourers and Casters, Metal

Side-by-Side Comparison

MetricContinuous Mining Machine OperatorsPourers and Casters, Metal
Risk Score34.3%37.7%
Risk TierMedium RiskMedium Risk
Risk Percentile63th74th
Tasks at Risk (>50%)9 / 155 / 15
Median Salary$63,380$48,940
Employment14K6K

Skill Comparison

|

Sorted by largest difference

Operating Vehicles, Mechanized Devices, or Equipment
Law and Government
Controlling Machines and Processes
Documenting/Recording Information
Mechanical
Processing Information
Hearing Sensitivity
Depth Perception
Response Orientation
Reaction Time
Making Decisions and Solving Problems
Repairing and Maintaining Mechanical Equipment

Protective Factors

Higher values indicate stronger protection against AI displacement

Continuous Mining Machine Operators

28%

total discount

Pourers and Casters, Metal

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.

Pourers and Casters, Metal

5 of 15 at risk
84%Read temperature gauges and observe color changes, adjusting furnace flames, torches, or electrical heating units as necessary to melt metal to specifications.
63%Examine molds to ensure they are clean, smooth, and properly coated.
61%Transport metal ingots to storage areas, using forklifts.
59%Stencil identifying information on ingots and pigs, using special hand tools.
51%Turn valves to circulate water through cores, or spray water on filled molds to cool and solidify metal.

Wage Comparison

Pourers and Casters, Metal earns -$14,440(-23%) vs Continuous Mining Machine Operators
Continuous Mining Machine OperatorsPourers and Casters, Metal
10th
$41,450$37,250
25th
$50,850$41,410
Median
$63,380$48,940
75th
$76,850$59,850
90th
$84,420$68,030

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Continuous Mining Machine Operators2028–2035
Pourers and Casters, Metal2028–2035
20242030203520402045

Continuous Mining Machine Operators has a longer runway before significant displacement, projected 0 years later than Pourers and Casters, Metal.

Risk-Adjusted Salary

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

Continuous Mining Machine Operators

$41,666

from $63,380

Pourers and Casters, Metal

$30,475

from $48,940

After adjusting for AI risk, Continuous Mining Machine Operators offers $11,191 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Continuous

0

Unique to Pourers

Combined Protection Strategy

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

Regulatory Barriers
Fine Manipulation
Decision Complexity
Creativity
Continuous Mining Machine OperatorsPourers and Casters, Metal
Find transitions from Continuous Mining Machine OperatorsFind transitions from Pourers and Casters, Metal