Takeover Tracker

Side-by-Side Comparison

MetricCooling and Freezing Equipment Operators and TendersSeparating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders
Risk Score43.0%39.3%
Risk TierMedium RiskMedium Risk
Risk Percentile87th78th
Tasks at Risk (>50%)13 / 158 / 15
Median Salary$40,160$49,500
Employment7K54K

Skill Comparison

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Sorted by largest difference

Food Production
Documenting/Recording Information
Controlling Machines and Processes
Repairing and Maintaining Mechanical Equipment
Establishing and Maintaining Interpersonal Relationships
Interpreting the Meaning of Information for Others
Inspecting Equipment, Structures, or Material
Estimating the Quantifiable Characteristics of Products, Events, or Information
Repairing and Maintaining Electronic Equipment
Production and Processing
Judging the Qualities of Things, Services, or People
Analyzing Data or Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Cooling and Freezing Equipment Operators and Tenders

28%

total discount

Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders

25%

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.

Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders

8 of 15 at risk
86%Monitor material flow or instruments such as temperature or pressure gauges, indicators, or meters to ensure optimal processing conditions.
65%Test samples to determine viscosity, acidity, specific gravity, or degree of concentration, using test equipment such as viscometers, pH meters, or hydrometers.
57%Examine samples to verify qualities such as clarity, cleanliness, consistency, dryness, or texture.
57%Inspect machines or equipment for hazards, operating efficiency, malfunctions, wear, or leaks.
53%Set up or adjust machine controls to regulate conditions such as material flow, temperature, or pressure.

Wage Comparison

Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders earns +$9,340(+23%) vs Cooling and Freezing Equipment Operators and Tenders
Cooling and Freezing Equipment Operators and TendersSeparating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders
10th
$33,710$35,810
25th
$36,150$41,830
Median
$40,160$49,500
75th
$49,150$61,350
90th
$62,760$75,860

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Cooling and Freezing Equipment Operators and Tenders20282035
Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders20282035
20242030203520402045

Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders 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

Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders

$30,051

from $49,500

After adjusting for AI risk, Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders offers $7,144 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Cooling

0

Unique to Separating,

Combined Protection Strategy

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

Creativity
Fine Manipulation
Social Intelligence
Decision Complexity
Cooling and Freezing Equipment Operators and TendersSeparating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders