Takeover Tracker

Side-by-Side Comparison

MetricExtruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass FibersHelpers--Production Workers
Risk Score39.4%39.5%
Risk TierMedium RiskMedium Risk
Risk Percentile79th79th
Tasks at Risk (>50%)8 / 1511 / 15
Median Salary$44,980$38,220
Employment15K167K

Skill Comparison

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Sorted by largest difference

Making Decisions and Solving Problems
Monitor Processes, Materials, or Surroundings
Judging the Qualities of Things, Services, or People
Operation Monitoring
Mechanical
Evaluating Information to Determine Compliance with Standards
Inspecting Equipment, Structures, or Material
Communicating with Supervisors, Peers, or Subordinates
Equipment MaintenanceAI-Resistant
Repairing
Training and Teaching Others
Repairing and Maintaining Electronic Equipment

Protective Factors

Higher values indicate stronger protection against AI displacement

Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers

27%

total discount

Helpers--Production Workers

23%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers

8 of 15 at risk
86%Record details of machine malfunctions.
86%Observe machine operations, control boards, and gauges to detect malfunctions such as clogged bushings and defective binder applicators.
63%Press buttons to stop machines when processes are complete or when malfunctions are detected.
57%Start metering pumps and observe operation of machines and equipment to ensure continuous flow of filaments extruded through spinnerettes and to detect processing defects.
53%Turn rheostats to obtain specified temperatures in electric furnaces where glass is melted.

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 -$6,760(-15%) vs Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers
Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass FibersHelpers--Production Workers
10th
$35,590$30,060
25th
$38,990$34,390
Median
$44,980$38,220
75th
$54,690$44,980
90th
$63,650$52,120

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers20282035
Helpers--Production Workers20282035
20242030203520402045

Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers has a longer runway before significant displacement, projected 0 years later than Helpers--Production Workers.

Risk-Adjusted Salary

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

Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers

$27,280

from $44,980

Helpers--Production Workers

$23,119

from $38,220

After adjusting for AI risk, Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers offers $4,161 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Extruding

0

Unique to Helpers--Production

Combined Protection Strategy

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

Decision Complexity
Creativity
Social Intelligence
Regulatory Barriers
Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass FibersHelpers--Production Workers