Takeover Tracker
24%low risk
Helpers--Carpenters
vs

53 shared · 13 different

core competencies

15%low risk
Carpet Installers

Side-by-Side Comparison

MetricHelpers--CarpentersCarpet Installers
Risk Score23.8%15.5%
Risk TierLow RiskLow Risk
Risk Percentile16th1th
Tasks at Risk (>50%)5 / 153 / 15
Median Salary$41,600$49,850
Employment25K15K

Skill Comparison

|

Sorted by largest difference

Building and Construction
Mechanical
Public Safety and Security
Transportation
Repairing and Maintaining Mechanical Equipment
English Language
MathematicsAI-Vulnerable
Communicating with Persons Outside Organization
Reaction Time
Handling and Moving Objects
Monitor Processes, Materials, or Surroundings
Trunk Strength

Protective Factors

Higher values indicate stronger protection against AI displacement

Helpers--Carpenters

29%

total discount

Carpet Installers

26%

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.

Carpet Installers

3 of 15 at risk
87%Take measurements and study floor sketches to calculate the area to be carpeted and the amount of material needed.
85%Draw building diagrams and record dimensions.
57%Plan the layout of the carpet, allowing for expected traffic patterns and placing seams for best appearance and longest wear.
45%Clean up before and after installation, including vacuuming carpet and discarding remnant pieces.
9%Cut and install vinyl composition tile or vinyl base.

Wage Comparison

Carpet Installers earns +$8,250(+20%) vs Helpers--Carpenters
Helpers--CarpentersCarpet Installers
10th
$31,540$32,830
25th
$35,870$39,140
Median
$41,600$49,850
75th
$46,780$65,530
90th
$52,380$83,200

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Helpers--Carpenters2028–2035
Carpet Installers2028–2035
20242030203520402045

Carpet Installers 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

Carpet Installers

$42,133

from $49,850

After adjusting for AI risk, Carpet Installers offers $10,447 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 Carpet

Combined Protection Strategy

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

Regulatory Barriers
Creativity
Fine Manipulation
Decision Complexity
Helpers--CarpentersCarpet Installers
Find transitions from Helpers--CarpentersFind transitions from Carpet Installers