Helpers--Extraction Workers vs Helpers--Production Workers AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Helpers--Extraction Workers

34 shared · 46 different

core competencies

medium risk

Helpers--Production Workers

Side-by-Side Comparison

Helpers--Extraction Workers leads 5–0

Metric	Helpers--Extraction Workers	Helpers--Production Workers
Risk Score	27.9%	39.5%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	29th	79th
Tasks at Risk (>50%)	3 / 14	11 / 15
Median Salary	$48,400	$38,220
Employment	7K	167K

Skill Comparison

Sorted by largest difference

Operating Vehicles, Mechanized Devices, or Equipment

Monitoring and Controlling Resources

Repairing and Maintaining Mechanical Equipment

Developing Objectives and Strategies

Coaching and Developing Others

Making Decisions and Solving Problems

Estimating the Quantifiable Characteristics of Products, Events, or Information

Inspecting Equipment, Structures, or Material

Controlling Machines and Processes

Assisting and Caring for Others

Coordinating the Work and Activities of Others

Evaluating Information to Determine Compliance with Standards

Protective Factors

Higher values indicate stronger protection against AI displacement

Helpers--Extraction Workers

30%

total discount

Helpers--Production Workers

23%

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.

Helpers--Production Workers

11 of 15 at risk

86%Count finished products to determine if product orders are complete.

86%Measure amounts of products, lengths of extruded articles, or weights of filled containers to ensure conformance to specifications.

86%Mark or tag identification on parts.

86%Observe equipment operations so that malfunctions can be detected, and notify operators of any malfunctions.

67%Examine products to verify conformance to quality standards.

Wage Comparison

Helpers--Production Workers earns -$10,180(-21%) vs Helpers--Extraction Workers

Helpers--Extraction WorkersHelpers--Production Workers

10th

$35,770$30,060

25th

$39,980$34,390

Median

$48,400$38,220

75th

$57,560$44,980

90th

$68,240$52,120

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Helpers--Extraction Workers2028–2035

Helpers--Production Workers2028–2035

20242030203520402045

Helpers--Extraction Workers has a longer runway before significant displacement, projected 0 years later than Helpers--Production Workers.

Risk-Adjusted Salary

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

Helpers--Extraction Workers

$34,872

from $48,400

Helpers--Production Workers

$23,119

from $38,220

After adjusting for AI risk, Helpers--Extraction Workers offers $11,753 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Helpers--Extraction

Unique to Helpers--Production

Combined Protection Strategy

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

Creativity

Decision Complexity

Fine Manipulation

Social Intelligence

Helpers--Extraction WorkersHelpers--Production Workers

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