Takeover Tracker
20%low risk
Motorcycle Mechanics
vs

61 shared · 14 different

core competencies

19%low risk
Automotive Specialty Technicians

Side-by-Side Comparison

MetricMotorcycle MechanicsAutomotive Specialty Technicians
Risk Score20.3%18.7%
Risk TierLow RiskLow Risk
Risk Percentile7th5th
Tasks at Risk (>50%)2 / 134 / 15
Median Salary$47,200$49,670
Employment14K689K

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

Motorcycle Mechanics

28%

total discount

Automotive Specialty Technicians

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

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.

Wage Comparison

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

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Motorcycle Mechanics2028–2035
Automotive Specialty Technicians2028–2035
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%)

Motorcycle Mechanics

$37,614

from $47,200

Automotive Specialty Technicians

$40,362

from $49,670

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 Motorcycle

0

Unique to Automotive

Combined Protection Strategy

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

Creativity
Decision Complexity
Fine Manipulation
Regulatory Barriers
Motorcycle MechanicsAutomotive Specialty Technicians
Find transitions from Motorcycle MechanicsFind transitions from Automotive Specialty Technicians