Takeover Tracker

Side-by-Side Comparison

MetricFood BatchmakersSeparating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders
Risk Score45.3%39.3%
Risk TierMedium RiskMedium Risk
Risk Percentile92th78th
Tasks at Risk (>50%)15 / 158 / 15
Median Salary$40,790$49,500
Employment172K54K

Skill Comparison

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Sorted by largest difference

Food Production
Establishing and Maintaining Interpersonal Relationships
Far Vision
Static Strength
Operation Monitoring
Documenting/Recording Information
Handling and Moving Objects

Protective Factors

Higher values indicate stronger protection against AI displacement

Food Batchmakers

26%

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

Food Batchmakers

15 of 15 at risk
88%Observe gauges and thermometers to determine if the mixing chamber temperature is within specified limits, and turn valves to control the temperature.
86%Record production and test data for each food product batch, such as the ingredients used, temperature, test results, and time cycle.
86%Test food product samples for moisture content, acidity level, specific gravity, or butter-fat content, and continue processing until desired levels are reached.
84%Grade food products according to government regulations or according to type, color, bouquet, and moisture content.
65%Turn valve controls to start equipment and to adjust operation to maintain product quality.

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 +$8,710(+21%) vs Food Batchmakers
Food BatchmakersSeparating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders
10th
$30,850$35,810
25th
$35,340$41,830
Median
$40,790$49,500
75th
$49,010$61,350
90th
$57,800$75,860

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Food Batchmakers20282035
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 Food Batchmakers.

Risk-Adjusted Salary

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

Food Batchmakers

$22,312

from $40,790

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 $7,739 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Food

0

Unique to Separating,

Combined Protection Strategy

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

Fine Manipulation
Regulatory Barriers
Social Intelligence
Decision Complexity
Food BatchmakersSeparating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders