Takeover Tracker
45%medium risk
Food Batchmakers
vs

56 shared · 8 different

core competencies

47%medium risk
Packaging and Filling Machine Operators and Tenders

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

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Food Batchmakers2028–2035
Packaging and Filling Machine Operators and Tenders2028–2035
20242030203520402045

Food Batchmakers has a longer runway before significant displacement, projected 0 years later than Packaging and Filling Machine Operators and Tenders.

Risk-Adjusted Salary

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

Food Batchmakers

$22,312

from $40,790

Packaging and Filling Machine Operators and Tenders

$21,489

from $40,900

After adjusting for AI risk, Food Batchmakers offers $823 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Food

0

Unique to Packaging

Combined Protection Strategy

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

Regulatory Barriers
Social Intelligence
Fine Manipulation
Creativity
Food BatchmakersPackaging and Filling Machine Operators and Tenders
Find transitions from Food BatchmakersFind transitions from Packaging and Filling Machine Operators and Tenders