Takeover Tracker
42%medium risk
Fabric and Apparel Patternmakers
vs

52 shared · 16 different

core competencies

32%medium risk
Inspectors, Testers, Sorters, Samplers, and Weighers

Side-by-Side Comparison

MetricFabric and Apparel PatternmakersInspectors, Testers, Sorters, Samplers, and Weighers
Risk Score41.6%31.9%
Risk TierMedium RiskMedium Risk
Risk Percentile84th50th
Tasks at Risk (>50%)13 / 1512 / 15
Median Salary$67,670$47,460
Employment3K591K

Skill Comparison

|

Sorted by largest difference

Design
Thinking Creatively
Originality
Visualization
Fluency of Ideas
English Language
Monitor Processes, Materials, or Surroundings
MathematicsAI-Vulnerable
Number Facility
Education and Training
Mathematical Reasoning
Interpreting the Meaning of Information for Others

Protective Factors

Higher values indicate stronger protection against AI displacement

Fabric and Apparel Patternmakers

30%

total discount

Inspectors, Testers, Sorters, Samplers, and Weighers

24%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Fabric and Apparel Patternmakers

13 of 15 at risk
87%Input specifications into computers to assist with pattern design and pattern cutting.
86%Create a master pattern for each size within a range of garment sizes, using charts, drafting instruments, computers, or grading devices.
85%Mark samples and finished patterns with information, such as garment size, section, style, identification, and sewing instructions.
84%Draw details on outlined parts to indicate where parts are to be joined, as well as the positions of pleats, pockets, buttonholes, and other features, using computers or drafting instruments.
84%Create design specifications to provide instructions on garment sewing and assembly.

Inspectors, Testers, Sorters, Samplers, and Weighers

12 of 15 at risk
88%Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.
88%Read dials or meters to verify that equipment is functioning at specified levels.
88%Write test or inspection reports describing results, recommendations, or needed repairs.
86%Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.
65%Grade, classify, or sort products according to sizes, weights, colors, or other specifications.

Wage Comparison

Inspectors, Testers, Sorters, Samplers, and Weighers earns -$20,210(-30%) vs Fabric and Apparel Patternmakers
Fabric and Apparel PatternmakersInspectors, Testers, Sorters, Samplers, and Weighers
10th
$34,590$34,590
25th
$44,110$38,740
Median
$67,670$47,460
75th
$91,080$59,970
90th
$112,540$75,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Fabric and Apparel Patternmakers2028–2035
Inspectors, Testers, Sorters, Samplers, and Weighers2028–2035
20242030203520402045

Inspectors, Testers, Sorters, Samplers, and Weighers has a longer runway before significant displacement, projected 0 years later than Fabric and Apparel Patternmakers.

Risk-Adjusted Salary

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

Fabric and Apparel Patternmakers

$39,533

from $67,670

Inspectors, Testers, Sorters, Samplers, and Weighers

$32,330

from $47,460

After adjusting for AI risk, Fabric and Apparel Patternmakers offers $7,203 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Fabric

0

Unique to Inspectors,

Combined Protection Strategy

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

Creativity
Decision Complexity
Social Intelligence
Fine Manipulation
Fabric and Apparel PatternmakersInspectors, Testers, Sorters, Samplers, and Weighers
Find transitions from Fabric and Apparel PatternmakersFind transitions from Inspectors, Testers, Sorters, Samplers, and Weighers