Takeover Tracker
24%low risk
Helpers--Carpenters
vs

53 shared · 16 different

core competencies

21%low risk
Terrazzo Workers and Finishers

Side-by-Side Comparison

MetricHelpers--CarpentersTerrazzo Workers and Finishers
Risk Score23.8%20.9%
Risk TierLow RiskLow Risk
Risk Percentile16th9th
Tasks at Risk (>50%)5 / 150 / 15
Median Salary$41,600$57,260
Employment25K1K

Skill Comparison

|

Sorted by largest difference

Mechanical
Transportation
Scheduling Work and Activities
Coordinating the Work and Activities of Others
Building and Construction
English Language
Establishing and Maintaining Interpersonal Relationships
Customer and Personal Service
Operating Vehicles, Mechanized Devices, or Equipment
Training and Teaching Others
Public Safety and Security
MathematicsAI-Vulnerable

Protective Factors

Higher values indicate stronger protection against AI displacement

Helpers--Carpenters

29%

total discount

Terrazzo Workers and Finishers

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.

Terrazzo Workers and Finishers

0 of 15 at risk
49%Wash polished terrazzo surface, using cleaner and water, and apply sealer and curing agent according to manufacturer's specifications, using brush or sprayer.
47%Measure designated amounts of ingredients for terrazzo or grout according to standard formulas and specifications, using graduated containers and scales, and load ingredients into portable mixer.
47%Blend marble chip mixtures, place into panels, and push a roller over the surface to embed the chips.
47%Modify mixing, grouting, grinding, or cleaning procedures, according to type of installation or material used.
47%Sprinkle colored marble or stone chips, powdered steel, or coloring powder over surface to produce prescribed finish.

Wage Comparison

Terrazzo Workers and Finishers earns +$15,660(+38%) vs Helpers--Carpenters
Helpers--CarpentersTerrazzo Workers and Finishers
10th
$31,540$39,360
25th
$35,870$46,940
Median
$41,600$57,260
75th
$46,780$73,490
90th
$52,380$104,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Helpers--Carpenters2028–2035
Terrazzo Workers and Finishers2028–2035
20242030203520402045

Terrazzo Workers and Finishers 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

Terrazzo Workers and Finishers

$45,275

from $57,260

After adjusting for AI risk, Terrazzo Workers and Finishers offers $13,589 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 Terrazzo

Combined Protection Strategy

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

Regulatory Barriers
Creativity
Fine Manipulation
Decision Complexity
Helpers--CarpentersTerrazzo Workers and Finishers
Find transitions from Helpers--CarpentersFind transitions from Terrazzo Workers and Finishers