Takeover Tracker
19%low risk
Automotive Specialty Technicians
vs

61 shared · 14 different

core competencies

20%low risk
Motorcycle Mechanics

Side-by-Side Comparison

MetricAutomotive Specialty TechniciansMotorcycle Mechanics
Risk Score18.7%20.3%
Risk TierLow RiskLow Risk
Risk Percentile5th7th
Tasks at Risk (>50%)4 / 152 / 13
Median Salary$49,670$47,200
Employment689K14K

Skill Comparison

|

Sorted by largest difference

Extent Flexibility
Analyzing Data or Information
Processing Information
Interpreting the Meaning of Information for Others
Speed of Closure
Repairing and Maintaining Mechanical Equipment
Identifying Objects, Actions, and Events
Organizing, Planning, and Prioritizing Work
Estimating the Quantifiable Characteristics of Products, Events, or Information
Mechanical
Perceptual Speed
Interacting With Computers

Protective Factors

Higher values indicate stronger protection against AI displacement

Automotive Specialty Technicians

28%

total discount

Motorcycle Mechanics

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Automotive Specialty Technicians

4 of 15 at risk
74%Estimate costs of vehicle repair.
59%Inspect vehicles for damage and record findings so that necessary repairs can be made.
55%Test electronic computer components in automobiles to ensure proper operation.
53%Troubleshoot fuel, ignition, and emissions control systems, using electronic testing equipment.
45%Align wheels, axles, frames, torsion bars, and steering mechanisms of automobiles, using special alignment equipment and wheel-balancing machines.

Motorcycle Mechanics

2 of 13 at risk
78%Connect test panels to engines and measure generator output, ignition timing, or other engine performance indicators.
55%Listen to engines, examine vehicle frames, or confer with customers to determine nature and extent of malfunction or damage.
49%Mount, balance, change, or check condition or pressure of tires.
47%Install motorcycle accessories.
41%Disassemble subassembly units and examine condition, movement, or alignment of parts, visually or using gauges.

Wage Comparison

Motorcycle Mechanics earns -$2,470(-5%) vs Automotive Specialty Technicians
Automotive Specialty TechniciansMotorcycle Mechanics
10th
$33,660$31,770
25th
$38,140$38,270
Median
$49,670$47,200
75th
$65,660$58,880
90th
$80,850$70,210

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Automotive Specialty Technicians2028–2035
Motorcycle Mechanics2028–2035
20242030203520402045

Automotive Specialty Technicians has a longer runway before significant displacement, projected 0 years later than Motorcycle Mechanics.

Risk-Adjusted Salary

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

Automotive Specialty Technicians

$40,362

from $49,670

Motorcycle Mechanics

$37,614

from $47,200

After adjusting for AI risk, Automotive Specialty Technicians offers $2,748 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Automotive

0

Unique to Motorcycle

Combined Protection Strategy

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

Creativity
Decision Complexity
Fine Manipulation
Regulatory Barriers
Automotive Specialty TechniciansMotorcycle Mechanics
Find transitions from Automotive Specialty TechniciansFind transitions from Motorcycle Mechanics