Takeover Tracker

Side-by-Side Comparison

MetricCooling and Freezing Equipment Operators and TendersExtruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers
Risk Score43.0%39.4%
Risk TierMedium RiskMedium Risk
Risk Percentile87th79th
Tasks at Risk (>50%)13 / 158 / 15
Median Salary$40,160$44,980
Employment7K15K

Skill Comparison

|

Sorted by largest difference

Documenting/Recording Information
Making Decisions and Solving Problems
Public Safety and Security
Interpreting the Meaning of Information for Others

Protective Factors

Higher values indicate stronger protection against AI displacement

Cooling and Freezing Equipment Operators and Tenders

28%

total discount

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

27%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Cooling and Freezing Equipment Operators and Tenders

13 of 15 at risk
86%Record temperatures, amounts of materials processed, or test results on report forms.
84%Sample and test product characteristics such as specific gravity, acidity, and sugar content, using hydrometers, pH meters, or refractometers.
69%Weigh packages and adjust freezer air valves or switches on filler heads to obtain specified amounts of product in each container.
67%Monitor pressure gauges, ammeters, flowmeters, thermometers, or products, and adjust controls to maintain specified conditions, such as feed rate, product consistency, temperature, air pressure, and machine speed.
67%Read dials and gauges on panel control boards to ascertain temperatures, alkalinities, and densities of mixtures, and turn valves to obtain specified mixtures.

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.

Wage Comparison

Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers earns +$4,820(+12%) vs Cooling and Freezing Equipment Operators and Tenders
Cooling and Freezing Equipment Operators and TendersExtruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers
10th
$33,710$35,590
25th
$36,150$38,990
Median
$40,160$44,980
75th
$49,150$54,690
90th
$62,760$63,650

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Cooling and Freezing Equipment Operators and Tenders20282035
Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers20282035
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 Cooling and Freezing Equipment Operators and Tenders.

Risk-Adjusted Salary

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

Cooling and Freezing Equipment Operators and Tenders

$22,907

from $40,160

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

$27,280

from $44,980

After adjusting for AI risk, Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers offers $4,373 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Cooling

0

Unique to Extruding

Combined Protection Strategy

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

Creativity
Fine Manipulation
Regulatory Barriers
Social Intelligence
Cooling and Freezing Equipment Operators and TendersExtruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers
Cooling and Freezing Equipment Operators and Tenders vs Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers AI Risk — Takeover Tracker