Takeover Tracker

45%medium risk
Food Batchmakers
vs

56 shared · 8 different

core competencies

Side-by-Side Comparison

MetricFood BatchmakersPackaging and Filling Machine Operators and Tenders
Risk Score45.3%47.5%
Risk TierMedium RiskMedium Risk
Risk Percentile92th95th
Tasks at Risk (>50%)15 / 1513 / 15
Median Salary$40,790$40,900
Employment172K384K

Skill Comparison

|

Sorted by largest difference

Food Production
Controlling Machines and Processes
Customer and Personal Service
Performing General Physical Activities
Documenting/Recording Information
Information OrderingAI-Vulnerable
Establishing and Maintaining Interpersonal Relationships
Thinking Creatively

Protective Factors

Higher values indicate stronger protection against AI displacement

Food Batchmakers

26%

total discount

Packaging and Filling Machine Operators and Tenders

26%

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.

Packaging and Filling Machine Operators and Tenders

13 of 15 at risk
87%Regulate machine flow, speed, or temperature.
86%Observe machine operations to ensure quality and conformity of filled or packaged products to standards.
84%Monitor the production line, watching for problems such as pile-ups, jams, or glue that isn't sticking properly.
69%Package the product in the form in which it will be sent out, for example, filling bags with flour from a chute or spout.
67%Sort, grade, weigh, and inspect products, verifying and adjusting product weight or measurement to meet specifications.

Wage Comparison

Packaging and Filling Machine Operators and Tenders earns +$110(+0%) vs Food Batchmakers
Food BatchmakersPackaging and Filling Machine Operators and Tenders
10th
$30,850$31,890
25th
$35,340$36,250
Median
$40,790$40,900
75th
$49,010$48,440
90th
$57,800$58,910

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Head-to-head task automation timeline
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Career transition paths from each job
Risk-adjusted salary comparison
Combined protective factor strategy
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Food Batchmakers: Not yetPackaging and Filling Machine Operators and Tenders: Not yet