Takeover Tracker

45%medium risk
Food Batchmakers
vs

45 shared · 19 different

core competencies

Side-by-Side Comparison

MetricFood BatchmakersExtruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers
Risk Score45.3%39.4%
Risk TierMedium RiskMedium Risk
Risk Percentile92th79th
Tasks at Risk (>50%)15 / 158 / 15
Median Salary$40,790$44,980
Employment172K15K

Skill Comparison

|

Sorted by largest difference

Repairing and Maintaining Mechanical Equipment
Repairing and Maintaining Electronic Equipment
Making Decisions and Solving Problems
Equipment MaintenanceAI-Resistant
Public Safety and Security
MathematicsAI-Vulnerable
Inspecting Equipment, Structures, or Material
Monitor Processes, Materials, or Surroundings
Multilimb Coordination
Information OrderingAI-Vulnerable
Quality Control Analysis
Establishing and Maintaining Interpersonal Relationships

Protective Factors

Higher values indicate stronger protection against AI displacement

Food Batchmakers

26%

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

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.

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 +$4,190(+10%) vs Food Batchmakers
Food BatchmakersExtruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers
10th
$30,850$35,590
25th
$35,340$38,990
Median
$40,790$44,980
75th
$49,010$54,690
90th
$57,800$63,650

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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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