Takeover Tracker
19%low risk
Bicycle Repairers
vs

38 shared · 27 different

core competencies

23%low risk
Automotive Glass Installers and Repairers

Side-by-Side Comparison

MetricBicycle RepairersAutomotive Glass Installers and Repairers
Risk Score19.2%22.6%
Risk TierLow RiskLow Risk
Risk Percentile5th13th
Tasks at Risk (>50%)2 / 153 / 15
Median Salary$40,360$47,260
Employment13K19K

Skill Comparison

|

Sorted by largest difference

Selling or Influencing Others
Mechanical
Repairing and Maintaining Mechanical Equipment
Organizing, Planning, and Prioritizing Work
Scheduling Work and Activities
Engineering and Technology
Sales and Marketing
Operating Vehicles, Mechanized Devices, or Equipment
Repairing
Design
Provide Consultation and Advice to Others
Communicating with Supervisors, Peers, or Subordinates

Protective Factors

Higher values indicate stronger protection against AI displacement

Bicycle Repairers

31%

total discount

Automotive Glass Installers and Repairers

24%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Bicycle Repairers

2 of 15 at risk
86%Order bicycle parts.
80%Estimate costs of repairing bicycles and write service tickets.
43%Clean and lubricate bicycle parts.
41%Assemble new bicycles.
41%Install new tires and tubes.

Automotive Glass Installers and Repairers

3 of 15 at risk
86%Allow all glass parts installed with urethane ample time to cure, taking temperature and humidity into account.
84%Select appropriate tools, safety equipment, and parts, according to job requirements.
74%Obtain windshields or windows for specific automobile makes and models from stock and examine them for defects prior to installation.
39%Prime all scratches on pinchwelds with primer and allow to dry.
39%Remove all dirt, foreign matter, and loose glass from damaged areas, apply primer along windshield or window edges, and allow primer to dry.

Wage Comparison

Automotive Glass Installers and Repairers earns +$6,900(+17%) vs Bicycle Repairers
Bicycle RepairersAutomotive Glass Installers and Repairers
10th
$30,640$35,080
25th
$35,880$39,990
Median
$40,360$47,260
75th
$47,560$58,160
90th
$52,130$67,480

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Bicycle Repairers2028–2035
Automotive Glass Installers and Repairers2028–2035
20242030203520402045

Bicycle Repairers has a longer runway before significant displacement, projected 0 years later than Automotive Glass Installers and Repairers.

Risk-Adjusted Salary

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

Bicycle Repairers

$32,603

from $40,360

Automotive Glass Installers and Repairers

$36,575

from $47,260

After adjusting for AI risk, Automotive Glass Installers and Repairers offers $3,972 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Bicycle

0

Unique to Automotive

Combined Protection Strategy

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

Social Intelligence
Decision Complexity
Fine Manipulation
Creativity
Bicycle RepairersAutomotive Glass Installers and Repairers
Find transitions from Bicycle RepairersFind transitions from Automotive Glass Installers and Repairers