Takeover Tracker
vs

49 shared · 14 different

core competencies

21%low risk
Glaziers

Side-by-Side Comparison

MetricHelpers--CarpentersGlaziers
Risk Score23.8%21.3%
Risk TierLow RiskLow Risk
Risk Percentile16th9th
Tasks at Risk (>50%)5 / 154 / 15
Median Salary$41,600$55,440
Employment25K57K

Skill Comparison

|

Sorted by largest difference

Mechanical
English Language
Public Safety and Security
Repairing and Maintaining Mechanical Equipment
Performing for or Working Directly with the Public
Updating and Using Relevant Knowledge
Administration and Management
Education and Training
Design
Customer and Personal Service
Production and Processing
Operating Vehicles, Mechanized Devices, or Equipment

Protective Factors

Higher values indicate stronger protection against AI displacement

Helpers--Carpenters

29%

total discount

Glaziers

25%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Helpers--Carpenters

5 of 15 at risk
63%Hold plumb bobs, sighting rods, or other equipment to aid in establishing reference points and lines.
57%Cut timbers, lumber, or paneling to specified dimensions.
57%Smooth or sand surfaces to remove ridges, tool marks, glue, or caulking.
53%Glue and clamp edges or joints of assembled parts.
51%Perform tie spacing layout and measure, mark, drill or cut.

Glaziers

4 of 15 at risk
85%Read and interpret blueprints or specifications to determine size, shape, color, type, or thickness of glass, location of framing, installation procedures, or staging or scaffolding materials required.
83%Select the type or color of glass or mirror according to specifications.
74%Measure and mark outlines or patterns on glass to indicate cutting lines.
74%Measure mirrors and dimensions of areas to be covered to determine work procedures.
49%Grind or polish glass, smoothing edges when necessary.

Wage Comparison

Glaziers earns +$13,840(+33%) vs Helpers--Carpenters
Helpers--CarpentersGlaziers
10th
$31,540$37,710
25th
$35,870$45,530
Median
$41,600$55,440
75th
$46,780$68,300
90th
$52,380$98,780

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Helpers--Carpenters20282035
Glaziers20282035
20242030203520402045

Glaziers has a longer runway before significant displacement, projected 0 years later than Helpers--Carpenters.

Risk-Adjusted Salary

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

Helpers--Carpenters

$31,687

from $41,600

Glaziers

$43,620

from $55,440

After adjusting for AI risk, Glaziers offers $11,933 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Helpers--Carpenters

0

Unique to Glaziers

Combined Protection Strategy

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

Regulatory Barriers
Creativity
Social Intelligence
Fine Manipulation
Helpers--CarpentersGlaziers