Takeover Tracker
23%low risk
Automotive Glass Installers and Repairers
vs

23 shared · 10 different

core competencies

40%medium risk
Cleaners of Vehicles and Equipment

Side-by-Side Comparison

MetricAutomotive Glass Installers and RepairersCleaners of Vehicles and Equipment
Risk Score22.6%39.7%
Risk TierLow RiskMedium Risk
Risk Percentile13th80th
Tasks at Risk (>50%)3 / 158 / 15
Median Salary$47,260$35,270
Employment19K374K

Skill Comparison

|

Sorted by largest difference

Handling and Moving Objects
Performing for or Working Directly with the Public
Updating and Using Relevant Knowledge
Thinking Creatively
Performing General Physical Activities
Mechanical
Customer and Personal Service
Static Strength
Making Decisions and Solving Problems
Visualization

Protective Factors

Higher values indicate stronger protection against AI displacement

Automotive Glass Installers and Repairers

24%

total discount

Cleaners of Vehicles and Equipment

19%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Cleaners of Vehicles and Equipment

8 of 15 at risk
86%Maintain inventories of supplies.
63%Inspect parts, equipment, or vehicles for cleanliness, damage, and compliance with standards or regulations.
61%Monitor operation of cleaning machines and stop machines or notify supervisors when malfunctions occur.
59%Press buttons to activate cleaning equipment or machines.
59%Mix cleaning solutions, abrasive compositions, or other compounds, according to formulas.

Wage Comparison

Cleaners of Vehicles and Equipment earns -$11,990(-25%) vs Automotive Glass Installers and Repairers
Automotive Glass Installers and RepairersCleaners of Vehicles and Equipment
10th
$35,080$26,740
25th
$39,990$29,790
Median
$47,260$35,270
75th
$58,160$39,630
90th
$67,480$47,150

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Automotive Glass Installers and Repairers2028–2035
Cleaners of Vehicles and Equipment2028–2035
20242030203520402045

Automotive Glass Installers and Repairers has a longer runway before significant displacement, projected 0 years later than Cleaners of Vehicles and Equipment.

Risk-Adjusted Salary

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

Automotive Glass Installers and Repairers

$36,575

from $47,260

Cleaners of Vehicles and Equipment

$21,261

from $35,270

After adjusting for AI risk, Automotive Glass Installers and Repairers offers $15,314 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Automotive

0

Unique to Cleaners

Combined Protection Strategy

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

Creativity
Fine Manipulation
Decision Complexity
Social Intelligence
Automotive Glass Installers and RepairersCleaners of Vehicles and Equipment
Find transitions from Automotive Glass Installers and RepairersFind transitions from Cleaners of Vehicles and Equipment