Bus and Truck Mechanics and Diesel Engine Specialists vs Helpers--Installation, Maintenance, and Repair Workers AI Risk

Job 1

Job 2

Job 1

Job 2

low risk

Bus and Truck Mechanics and Diesel Engine Specialists

57 shared · 14 different

core competencies

medium risk

Helpers--Installation, Maintenance, and Repair Workers

Side-by-Side Comparison

Bus and Truck Mechanics and Diesel Engine Specialists leads 5–0

Metric	Bus and Truck Mechanics and Diesel Engine Specialists	Helpers--Installation, Maintenance, and Repair Workers
Risk Score	19.8%	26.2%
Risk Tier	Low Risk	Medium Risk
Risk Percentile	6th	22th
Tasks at Risk (>50%)	3 / 15	4 / 15
Median Salary	$60,640	$38,860
Employment	287K	98K

Skill Comparison

Sorted by largest difference

Mechanical

Documenting/Recording Information

Engineering and Technology

Repairing and Maintaining Mechanical Equipment

Public Safety and Security

Getting Information

Identifying Objects, Actions, and Events

Inspecting Equipment, Structures, or Material

Customer and Personal Service

Hearing Sensitivity

Repairing

Communicating with Supervisors, Peers, or Subordinates

Protective Factors

Higher values indicate stronger protection against AI displacement

Bus and Truck Mechanics and Diesel Engine Specialists

29%

total discount

Helpers--Installation, Maintenance, and Repair Workers

25%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Bus and Truck Mechanics and Diesel Engine Specialists

3 of 15 at risk

78%Follow green operational practices involving conservation of water or energy or reduction of solid waste.

62%Inspect and verify dimensions and clearances of parts to ensure conformance to factory specifications.

51%Attach test instruments to equipment, and read dials and gauges to diagnose malfunctions.

47%Inspect, test, and listen to defective equipment to diagnose malfunctions, using test instruments such as handheld computers, motor analyzers, chassis charts, or pressure gauges.

41%Perform routine maintenance such as changing oil, checking batteries, and lubricating equipment and machinery.

Helpers--Installation, Maintenance, and Repair Workers

4 of 15 at risk

86%Order new parts to maintain inventory.

63%Tend and observe equipment and machinery to verify efficient and safe operation.

53%Apply protective materials to equipment, components, and parts to prevent defects and corrosion.

51%Clean or lubricate vehicles, machinery, equipment, instruments, tools, work areas, and other objects, using hand tools, power tools, and cleaning equipment.

49%Diagnose electrical problems and install and rewire electrical components.

Wage Comparison

Helpers--Installation, Maintenance, and Repair Workers earns -$21,780(-36%) vs Bus and Truck Mechanics and Diesel Engine Specialists

Bus and Truck Mechanics and Diesel Engine SpecialistsHelpers--Installation, Maintenance, and Repair Workers

10th

$41,670$28,770

25th

$49,240$33,760

Median

$60,640$38,860

75th

$73,690$46,600

90th

$85,980$54,650

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Bus and Truck Mechanics and Diesel Engine Specialists2028–2035

Helpers--Installation, Maintenance, and Repair Workers2028–2035

20242030203520402045

Bus and Truck Mechanics and Diesel Engine Specialists has a longer runway before significant displacement, projected 0 years later than Helpers--Installation, Maintenance, and Repair Workers.

Risk-Adjusted Salary

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

Bus and Truck Mechanics and Diesel Engine Specialists

$48,639

from $60,640

Helpers--Installation, Maintenance, and Repair Workers

$28,694

from $38,860

After adjusting for AI risk, Bus and Truck Mechanics and Diesel Engine Specialists offers $19,945 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Bus

Unique to Helpers--Installation,

Combined Protection Strategy

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

Creativity

Decision Complexity

Regulatory Barriers

Social Intelligence

Bus and Truck Mechanics and Diesel Engine SpecialistsHelpers--Installation, Maintenance, and Repair Workers

Find transitions from Bus and Truck Mechanics and Diesel Engine Specialists Find transitions from Helpers--Installation, Maintenance, and Repair Workers