Takeover Tracker
42%medium risk
Textile Knitting and Weaving Machine Setters, Operators, and Tenders
vs

33 shared · 7 different

core competencies

40%medium risk
Helpers--Production Workers

Side-by-Side Comparison

MetricTextile Knitting and Weaving Machine Setters, Operators, and TendersHelpers--Production Workers
Risk Score42.1%39.5%
Risk TierMedium RiskMedium Risk
Risk Percentile85th79th
Tasks at Risk (>50%)11 / 1511 / 15
Median Salary$38,260$38,220
Employment15K167K

Skill Comparison

|

Sorted by largest difference

Operating Vehicles, Mechanized Devices, or Equipment
Making Decisions and Solving Problems
Administration and Management
Static Strength
Mechanical
Performing General Physical Activities
Evaluating Information to Determine Compliance with Standards

Protective Factors

Higher values indicate stronger protection against AI displacement

Textile Knitting and Weaving Machine Setters, Operators, and Tenders

23%

total discount

Helpers--Production Workers

23%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Textile Knitting and Weaving Machine Setters, Operators, and Tenders

11 of 15 at risk
88%Notify supervisors or repair staff of mechanical malfunctions.
88%Record information about work completed and machine settings.
84%Study guides, loom patterns, samples, charts, or specification sheets, or confer with supervisors or engineering staff to determine setup requirements.
74%Program electronic equipment.
69%Observe woven cloth to detect weaving defects.

Helpers--Production Workers

11 of 15 at risk
86%Count finished products to determine if product orders are complete.
86%Measure amounts of products, lengths of extruded articles, or weights of filled containers to ensure conformance to specifications.
86%Mark or tag identification on parts.
86%Observe equipment operations so that malfunctions can be detected, and notify operators of any malfunctions.
67%Examine products to verify conformance to quality standards.

Wage Comparison

Helpers--Production Workers earns -$40(0%) vs Textile Knitting and Weaving Machine Setters, Operators, and Tenders
Textile Knitting and Weaving Machine Setters, Operators, and TendersHelpers--Production Workers
10th
$29,640$30,060
25th
$34,530$34,390
Median
$38,260$38,220
75th
$44,180$44,980
90th
$48,070$52,120

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Textile Knitting and Weaving Machine Setters, Operators, and Tenders2028–2035
Helpers--Production Workers2028–2035
20242030203520402045

Helpers--Production Workers has a longer runway before significant displacement, projected 0 years later than Textile Knitting and Weaving Machine Setters, Operators, and Tenders.

Risk-Adjusted Salary

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

Textile Knitting and Weaving Machine Setters, Operators, and Tenders

$22,141

from $38,260

Helpers--Production Workers

$23,119

from $38,220

After adjusting for AI risk, Helpers--Production Workers offers $978 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Textile

0

Unique to Helpers--Production

Combined Protection Strategy

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

Fine Manipulation
Regulatory Barriers
Social Intelligence
Decision Complexity
Textile Knitting and Weaving Machine Setters, Operators, and TendersHelpers--Production Workers
Find transitions from Textile Knitting and Weaving Machine Setters, Operators, and TendersFind transitions from Helpers--Production Workers