Takeover Tracker

Side-by-Side Comparison

MetricExcavating and Loading Machine and Dragline OperatorsPaving, Surfacing, and Tamping Equipment Operators
Risk Score22.7%18.1%
Risk TierLow RiskLow Risk
Risk Percentile13th4th
Tasks at Risk (>50%)5 / 150 / 15
Median SalaryN/A$51,650
EmploymentN/A46K

Skill Comparison

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Sorted by largest difference

Transportation
Auditory Attention
Organizing, Planning, and Prioritizing Work
Establishing and Maintaining Interpersonal Relationships
Developing and Building Teams
Performing for or Working Directly with the Public
Response Orientation
Developing Objectives and Strategies
Coaching and Developing Others
Repairing and Maintaining Mechanical Equipment
Depth Perception
Documenting/Recording Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Excavating and Loading Machine and Dragline Operators

28%

total discount

Paving, Surfacing, and Tamping Equipment Operators

25%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Excavating and Loading Machine and Dragline Operators

5 of 15 at risk
86%Receive written or oral instructions regarding material movement or excavation.
84%Become familiar with digging plans, machine capabilities and limitations, and with efficient and safe digging procedures in a given application.
84%Measure and verify levels of rock or gravel, bases, or other excavated material.
53%Move materials over short distances, such as around a construction site, factory, or warehouse.
51%Adjust dig face angles for varying overburden depths and set lengths.

Paving, Surfacing, and Tamping Equipment Operators

0 of 15 at risk
45%Light burners or start heating units of machines, and regulate screed temperatures and asphalt flow rates.
41%Start machine, engage clutch, and push and move levers to guide machine along forms or guidelines and to control the operation of machine attachments.
39%Observe distribution of paving material to adjust machine settings or material flow, and indicate low spots for workers to add material.
39%Fill tanks, hoppers, or machines with paving materials.
37%Shovel blacktop.

Wage Comparison

Excavating and Loading Machine and Dragline OperatorsPaving, Surfacing, and Tamping Equipment Operators
10th
N/A$38,030
25th
N/A$44,740
Median
N/A$51,650
75th
N/A$66,060
90th
N/A$90,110

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Head-to-head task automation timeline
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Risk-adjusted salary comparison
Combined protective factor strategy
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