Rail Yard Engineers, Dinkey Operators, and Hostlers vs Refuse and Recyclable Material Collectors AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Rail Yard Engineers, Dinkey Operators, and Hostlers

49 shared · 31 different

core competencies

medium risk

Refuse and Recyclable Material Collectors

Side-by-Side Comparison

Refuse and Recyclable Material Collectors leads 4–1

Metric	Rail Yard Engineers, Dinkey Operators, and Hostlers	Refuse and Recyclable Material Collectors
Risk Score	31.9%	27.0%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	51th	25th
Tasks at Risk (>50%)	8 / 15	4 / 15
Median Salary	$58,030	$48,350
Employment	3K	139K

Skill Comparison

Sorted by largest difference

Customer and Personal Service

Evaluating Information to Determine Compliance with Standards

Training and Teaching Others

Coaching and Developing Others

Operating Vehicles, Mechanized Devices, or Equipment

Problem Sensitivity

Communicating with Supervisors, Peers, or Subordinates

Getting Information

Organizing, Planning, and Prioritizing Work

Auditory Attention

Scheduling Work and Activities

Performing for or Working Directly with the Public

Protective Factors

Higher values indicate stronger protection against AI displacement

Rail Yard Engineers, Dinkey Operators, and Hostlers

29%

total discount

Refuse and Recyclable Material Collectors

27%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Rail Yard Engineers, Dinkey Operators, and Hostlers

8 of 15 at risk

88%Read switching instructions and daily car schedules to determine work to be performed, or receive orders from yard conductors.

88%Observe water levels and oil, air, and steam pressure gauges to ensure proper operation of equipment.

86%Inspect track for defects such as broken rails and switch malfunctions.

84%Observe and respond to wayside and cab signals, including color light signals, position signals, torpedoes, flags, and hot box detectors.

84%Inspect the condition of stationary trains, rolling stock, and equipment.

Refuse and Recyclable Material Collectors

4 of 15 at risk

86%Fill out defective equipment reports.

73%Organize schedules for refuse collection.

59%Operate equipment that compresses collected refuse.

55%Check road or weather conditions to determine how routes will be affected.

49%Operate automated or semi-automated hoisting devices that raise refuse bins and dump contents into openings in truck bodies.

Wage Comparison

Refuse and Recyclable Material Collectors earns -$9,680(-17%) vs Rail Yard Engineers, Dinkey Operators, and Hostlers

Rail Yard Engineers, Dinkey Operators, and HostlersRefuse and Recyclable Material Collectors

10th

$44,510$31,810

25th

$51,770$38,330

Median

$58,030$48,350

75th

$65,530$61,010

90th

$79,070$75,200

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Rail Yard Engineers, Dinkey Operators, and Hostlers2028–2035

Refuse and Recyclable Material Collectors2028–2035

20242030203520402045

Refuse and Recyclable Material Collectors has a longer runway before significant displacement, projected 0 years later than Rail Yard Engineers, Dinkey Operators, and Hostlers.

Risk-Adjusted Salary

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

Rail Yard Engineers, Dinkey Operators, and Hostlers

$39,524

from $58,030

Refuse and Recyclable Material Collectors

$35,310

from $48,350

After adjusting for AI risk, Rail Yard Engineers, Dinkey Operators, and Hostlers offers $4,214 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Rail

Unique to Refuse

Combined Protection Strategy

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

Creativity

Decision Complexity

Regulatory Barriers

Fine Manipulation

Rail Yard Engineers, Dinkey Operators, and HostlersRefuse and Recyclable Material Collectors

Find transitions from Rail Yard Engineers, Dinkey Operators, and Hostlers Find transitions from Refuse and Recyclable Material Collectors