Takeover Tracker
vs

55 shared · 34 different

core competencies

Side-by-Side Comparison

MetricHelpers--Extraction WorkersPaving, Surfacing, and Tamping Equipment Operators
Risk Score27.9%18.1%
Risk TierMedium RiskLow Risk
Risk Percentile29th4th
Tasks at Risk (>50%)3 / 140 / 15
Median Salary$48,400$51,650
Employment7K46K

Skill Comparison

|

Sorted by largest difference

Monitoring and Controlling Resources
Developing Objectives and Strategies
Repairing and Maintaining Mechanical Equipment
Documenting/Recording Information
Assisting and Caring for Others
Interpreting the Meaning of Information for Others
Handling and Moving Objects
Developing and Building Teams
Repairing and Maintaining Electronic Equipment
Evaluating Information to Determine Compliance with Standards
Resolving Conflicts and Negotiating with Others
Coaching and Developing Others

Protective Factors

Higher values indicate stronger protection against AI displacement

Helpers--Extraction Workers

30%

total discount

Paving, Surfacing, and Tamping Equipment Operators

25%

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.

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

Paving, Surfacing, and Tamping Equipment Operators earns +$3,250(+7%) vs Helpers--Extraction Workers
Helpers--Extraction WorkersPaving, Surfacing, and Tamping Equipment Operators
10th
$35,770$38,030
25th
$39,980$44,740
Median
$48,400$51,650
75th
$57,560$66,060
90th
$68,240$90,110

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Helpers--Extraction Workers20282035
Paving, Surfacing, and Tamping Equipment Operators20282035
20242030203520402045

Paving, Surfacing, and Tamping Equipment Operators has a longer runway before significant displacement, projected 0 years later than Helpers--Extraction Workers.

Risk-Adjusted Salary

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

Helpers--Extraction Workers

$34,872

from $48,400

Paving, Surfacing, and Tamping Equipment Operators

$42,301

from $51,650

After adjusting for AI risk, Paving, Surfacing, and Tamping Equipment Operators offers $7,429 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Helpers--Extraction

0

Unique to Paving,

Combined Protection Strategy

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

Fine Manipulation
Creativity
Social Intelligence
Decision Complexity
Helpers--Extraction WorkersPaving, Surfacing, and Tamping Equipment Operators