Takeover Tracker

vs

49 shared · 15 different

core competencies

Side-by-Side Comparison

MetricMotorcycle MechanicsAutomotive Body and Related Repairers
Risk Score20.3%15.8%
Risk TierLow RiskLow Risk
Risk Percentile7th2th
Tasks at Risk (>50%)2 / 132 / 15
Median Salary$47,200$51,680
Employment14K155K

Skill Comparison

|

Sorted by largest difference

Mechanical
Repairing and Maintaining Mechanical Equipment
Operating Vehicles, Mechanized Devices, or Equipment
Hearing Sensitivity
Repairing and Maintaining Electronic Equipment
Customer and Personal Service
Computers and Electronics
Visual Color Discrimination
Troubleshooting
MathematicsAI-Vulnerable
Manual DexterityAI-Resistant
Making Decisions and Solving Problems

Protective Factors

Higher values indicate stronger protection against AI displacement

Motorcycle Mechanics

28%

total discount

Automotive Body and Related Repairers

26%

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 Body and Related Repairers

2 of 15 at risk
78%Follow supervisors' instructions as to which parts to restore or replace and how much time the job should take.
59%Review damage reports, prepare or review repair cost estimates, and plan work to be performed.
47%Mix polyester resins and hardeners to be used in restoring damaged areas.
35%Inspect repaired vehicles for proper functioning, completion of work, dimensional accuracy, and overall appearance of paint job, and test drive vehicles to ensure proper alignment and handling.
31%Read specifications or confer with customers to determine the desired custom modifications for altering the appearance of vehicles.

Wage Comparison

Automotive Body and Related Repairers earns +$4,480(+9%) vs Motorcycle Mechanics
Motorcycle MechanicsAutomotive Body and Related Repairers
10th
$31,770$36,390
25th
$38,270$45,000
Median
$47,200$51,680
75th
$58,880$64,780
90th
$70,210$87,040

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Head-to-head task automation timeline
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Career transition paths from each job
Risk-adjusted salary comparison
Combined protective factor strategy
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Motorcycle Mechanics: Not yetAutomotive Body and Related Repairers: Not yet