Helpers--Extraction Workers vs Rail-Track Laying and Maintenance Equipment Operators AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Helpers--Extraction Workers

65 shared · 23 different

core competencies

medium risk

Rail-Track Laying and Maintenance Equipment Operators

Side-by-Side Comparison

Helpers--Extraction Workers leads 4–1

Metric	Helpers--Extraction Workers	Rail-Track Laying and Maintenance Equipment Operators
Risk Score	27.9%	29.8%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	29th	38th
Tasks at Risk (>50%)	3 / 14	4 / 15
Median Salary	$48,400	$67,370
Employment	7K	16K

Skill Comparison

Sorted by largest difference

Controlling Machines and Processes

Monitoring and Controlling Resources

Repairing and Maintaining Electronic Equipment

Building and Construction

Developing Objectives and Strategies

Repairing and Maintaining Mechanical Equipment

Operating Vehicles, Mechanized Devices, or Equipment

Assisting and Caring for Others

Interpreting the Meaning of Information for Others

Analyzing Data or Information

Handling and Moving Objects

Inspecting Equipment, Structures, or Material

Protective Factors

Higher values indicate stronger protection against AI displacement

Helpers--Extraction Workers

30%

total discount

Rail-Track Laying and Maintenance Equipment 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.

Rail-Track Laying and Maintenance Equipment Operators

4 of 15 at risk

84%Observe leveling indicator arms to verify levelness and alignment of tracks.

57%Adjust controls of machines that spread, shape, raise, level, or align track, according to specifications.

55%Engage mechanisms that lay tracks or rails to specified gauges.

53%Clean, grade, or level ballast on railroad tracks.

49%Operate single- or multiple-head spike driving machines to drive spikes into ties and secure rails.

Wage Comparison

Rail-Track Laying and Maintenance Equipment Operators earns +$18,970(+39%) vs Helpers--Extraction Workers

Helpers--Extraction WorkersRail-Track Laying and Maintenance Equipment Operators

10th

$35,770$45,720

25th

$39,980$51,630

Median

$48,400$67,370

75th

$57,560$79,330

90th

$68,240$84,840

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Helpers--Extraction Workers2028–2035

Rail-Track Laying and Maintenance Equipment Operators2028–2035

20242030203520402045

Helpers--Extraction Workers has a longer runway before significant displacement, projected 0 years later than Rail-Track Laying and Maintenance Equipment Operators.

Risk-Adjusted Salary

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

Helpers--Extraction Workers

$34,872

from $48,400

Rail-Track Laying and Maintenance Equipment Operators

$47,267

from $67,370

After adjusting for AI risk, Rail-Track Laying and Maintenance Equipment Operators offers $12,395 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Helpers--Extraction

Unique to Rail-Track

Combined Protection Strategy

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

Social Intelligence

Fine Manipulation

Regulatory Barriers

Decision Complexity

Helpers--Extraction WorkersRail-Track Laying and Maintenance Equipment Operators

Find transitions from Helpers--Extraction Workers Find transitions from Rail-Track Laying and Maintenance Equipment Operators