Helpers--Extraction Workers vs Operating Engineers and Other Construction Equipment Operators AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Helpers--Extraction Workers

54 shared · 28 different

core competencies

low risk

Operating Engineers and Other Construction Equipment Operators

Side-by-Side Comparison

Operating Engineers and Other Construction Equipment Operators leads 4–1

Metric	Helpers--Extraction Workers	Operating Engineers and Other Construction Equipment Operators
Risk Score	27.9%	23.0%
Risk Tier	Medium Risk	Low Risk
Risk Percentile	29th	14th
Tasks at Risk (>50%)	3 / 14	6 / 15
Median Salary	$48,400	$58,710
Employment	7K	469K

Skill Comparison

Sorted by largest difference

Assisting and Caring for Others

Monitoring and Controlling Resources

Repairing and Maintaining Mechanical Equipment

Performing General Physical Activities

Handling and Moving Objects

Evaluating Information to Determine Compliance with Standards

Building and Construction

Coaching and Developing Others

Interpreting the Meaning of Information for Others

Controlling Machines and Processes

Communicating with Supervisors, Peers, or Subordinates

Trunk Strength

Protective Factors

Higher values indicate stronger protection against AI displacement

Helpers--Extraction Workers

30%

total discount

Operating Engineers and Other Construction 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.

Operating Engineers and Other Construction Equipment Operators

6 of 15 at risk

87%Keep records of material or equipment usage or problems encountered.

86%Test atmosphere for adequate oxygen or explosive conditions when working in confined spaces.

85%Monitor operations to ensure that health and safety standards are met.

84%Learn and follow safety regulations.

84%Locate underground services, such as pipes or wires, prior to beginning work.

Wage Comparison

Operating Engineers and Other Construction Equipment Operators earns +$10,310(+21%) vs Helpers--Extraction Workers

Helpers--Extraction WorkersOperating Engineers and Other Construction Equipment Operators

10th

$35,770$40,080

25th

$39,980$47,780

Median

$48,400$58,710

75th

$57,560$75,750

90th

$68,240$100,690

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Helpers--Extraction Workers2028–2035

Operating Engineers and Other Construction Equipment Operators2028–2035

20242030203520402045

Operating Engineers and Other Construction 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

Operating Engineers and Other Construction Equipment Operators

$45,195

from $58,710

After adjusting for AI risk, Operating Engineers and Other Construction Equipment Operators offers $10,323 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Helpers--Extraction

Unique to Operating

Combined Protection Strategy

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

Fine Manipulation

Decision Complexity

Social Intelligence

Creativity

Helpers--Extraction WorkersOperating Engineers and Other Construction Equipment Operators

Find transitions from Helpers--Extraction Workers Find transitions from Operating Engineers and Other Construction Equipment Operators