Takeover Tracker
vs

71 shared · 27 different

core competencies

Side-by-Side Comparison

MetricHelpers--Extraction WorkersExcavating and Loading Machine and Dragline Operators
Risk Score27.9%22.7%
Risk TierMedium RiskLow Risk
Risk Percentile29th13th
Tasks at Risk (>50%)3 / 145 / 15
Median Salary$48,400N/A
Employment7KN/A

Skill Comparison

|

Sorted by largest difference

Monitoring and Controlling Resources
Interpreting the Meaning of Information for Others
Analyzing Data or Information
Repairing and Maintaining Electronic Equipment
Assisting and Caring for Others
Repairing and Maintaining Mechanical Equipment
Developing Objectives and Strategies
Transportation
Documenting/Recording Information
Building and Construction
Mechanical
Estimating the Quantifiable Characteristics of Products, Events, or Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Helpers--Extraction Workers

30%

total discount

Excavating and Loading Machine and Dragline Operators

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Helpers--Extraction Workers

3 of 14 at risk
77%Observe and monitor equipment operation during the extraction process to detect any problems.
69%Collect and examine geological matter, using hand tools and testing devices.
53%Drive moving equipment to transport materials and parts to excavation sites.
49%Dig trenches.
45%Signal workers to start geological material extraction or boring.

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.

Wage Comparison

Helpers--Extraction WorkersExcavating and Loading Machine and Dragline Operators
10th
$35,770N/A
25th
$39,980N/A
Median
$48,400N/A
75th
$57,560N/A
90th
$68,240N/A

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Helpers--Extraction Workers20282035
Excavating and Loading Machine and Dragline Operators20282035
20242030203520402045

Excavating and Loading Machine and Dragline Operators has a longer runway before significant displacement, projected 0 years later than Helpers--Extraction Workers.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Helpers--Extraction

0

Unique to Excavating

Combined Protection Strategy

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

Decision Complexity
Fine Manipulation
Regulatory Barriers
Creativity
Helpers--Extraction WorkersExcavating and Loading Machine and Dragline Operators