Takeover Tracker
29%medium risk
Fashion Designers
vs

38 shared · 42 different

core competencies

48%medium risk
Production, Planning, and Expediting Clerks

Side-by-Side Comparison

MetricFashion DesignersProduction, Planning, and Expediting Clerks
Risk Score28.6%47.8%
Risk TierMedium RiskMedium Risk
Risk Percentile32th95th
Tasks at Risk (>50%)7 / 1513 / 15
Median Salary$80,690$57,770
Employment21K385K

Skill Comparison

|

Sorted by largest difference

Thinking Creatively
Communicating with Persons Outside Organization
Selling or Influencing Others
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Developing Objectives and Strategies
Establishing and Maintaining Interpersonal Relationships
Originality
Design
Production and Processing
Judging the Qualities of Things, Services, or People
MathematicsAI-Vulnerable
Making Decisions and Solving Problems

Protective Factors

Higher values indicate stronger protection against AI displacement

Fashion Designers

35%

total discount

Production, Planning, and Expediting Clerks

29%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Fashion Designers

7 of 15 at risk
84%Determine prices for styles.
78%Provide sample garments to agents and sales representatives, and arrange for showings of sample garments at sales meetings or fashion shows.
77%Purchase new or used clothing and accessory items as needed to complete designs.
53%Adapt other designers' ideas for the mass market.
52%Visit textile showrooms to keep up-to-date on the latest fabrics.

Production, Planning, and Expediting Clerks

13 of 15 at risk
88%Compile information, such as production rates and progress, materials inventories, materials used, or customer information, so that status reports can be completed.
87%Record production data, including volume produced, consumption of raw materials, or quality control measures.
87%Requisition and maintain inventories of materials or supplies necessary to meet production demands.
86%Distribute production schedules or work orders to departments.
86%Maintain files, such as maintenance records, bills of lading, or cost reports.

Wage Comparison

Production, Planning, and Expediting Clerks earns -$22,920(-28%) vs Fashion Designers
Fashion DesignersProduction, Planning, and Expediting Clerks
10th
$35,970$38,570
25th
$53,730$46,600
Median
$80,690$57,770
75th
$107,990$71,480
90th
$169,620$84,810

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Fashion Designers2028–2035
Production, Planning, and Expediting Clerks2028–2035
20242030203520402045

Fashion Designers has a longer runway before significant displacement, projected 0 years later than Production, Planning, and Expediting Clerks.

Risk-Adjusted Salary

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

Fashion Designers

$57,629

from $80,690

Production, Planning, and Expediting Clerks

$30,162

from $57,770

After adjusting for AI risk, Fashion Designers offers $27,467 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Fashion

0

Unique to Production,

Combined Protection Strategy

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

Creativity
Social Intelligence
Decision Complexity
Fine Manipulation
Fashion DesignersProduction, Planning, and Expediting Clerks
Find transitions from Fashion DesignersFind transitions from Production, Planning, and Expediting Clerks