Takeover Tracker
20%low risk
Pile-Driver Operators
vs

55 shared · 25 different

core competencies

34%medium risk
Continuous Mining Machine Operators

Side-by-Side Comparison

MetricPile-Driver OperatorsContinuous Mining Machine Operators
Risk Score19.8%34.3%
Risk TierLow RiskMedium Risk
Risk Percentile6th63th
Tasks at Risk (>50%)1 / 59 / 15
Median Salary$70,510$63,380
Employment3K14K

Skill Comparison

|

Sorted by largest difference

Building and Construction
Law and Government
Handling and Moving Objects
Engineering and Technology
Performing General Physical Activities
Repairing and Maintaining Electronic Equipment
Education and Training
Processing Information
Documenting/Recording Information
Operating Vehicles, Mechanized Devices, or Equipment
Transportation
MathematicsAI-Vulnerable

Protective Factors

Higher values indicate stronger protection against AI displacement

Pile-Driver Operators

26%

total discount

Continuous Mining Machine Operators

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Pile-Driver Operators

1 of 5 at risk
73%Conduct pre-operational checks on equipment to ensure proper functioning.
41%Move levers and turn valves to activate power hammers, or to raise and lower drophammers that drive piles to required depths.
41%Clean, lubricate, and refill equipment.
9%Move hand and foot levers of hoisting equipment to position piling leads, hoist piling into leads, and position hammers over pilings.
9%Drive pilings to provide support for buildings or other structures, using heavy equipment with a pile driver head.

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 -$7,130(-10%) vs Pile-Driver Operators
Pile-Driver OperatorsContinuous Mining Machine Operators
10th
$46,690$41,450
25th
$54,750$50,850
Median
$70,510$63,380
75th
$103,960$76,850
90th
$121,990$84,420

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Pile-Driver Operators2028–2035
Continuous Mining Machine Operators2028–2035
20242030203520402045

Pile-Driver 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%)

Pile-Driver Operators

$56,584

from $70,510

Continuous Mining Machine Operators

$41,666

from $63,380

After adjusting for AI risk, Pile-Driver Operators offers $14,918 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Pile-Driver

0

Unique to Continuous

Combined Protection Strategy

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

Regulatory Barriers
Decision Complexity
Social Intelligence
Fine Manipulation
Pile-Driver OperatorsContinuous Mining Machine Operators
Find transitions from Pile-Driver OperatorsFind transitions from Continuous Mining Machine Operators