Takeover Tracker

Side-by-Side Comparison

MetricFood Cooking Machine Operators and TendersWelding, Soldering, and Brazing Machine Setters, Operators, and Tenders
Risk Score45.3%44.6%
Risk TierMedium RiskMedium Risk
Risk Percentile92th90th
Tasks at Risk (>50%)11 / 1511 / 15
Median Salary$40,550$47,060
Employment28K36K

Skill Comparison

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Sorted by largest difference

Documenting/Recording Information
Getting Information
Operating Vehicles, Mechanized Devices, or Equipment
Far Vision
Visualization
Establishing and Maintaining Interpersonal Relationships
English Language
Handling and Moving Objects
Customer and Personal Service
Assisting and Caring for Others

Protective Factors

Higher values indicate stronger protection against AI displacement

Food Cooking Machine Operators and Tenders

26%

total discount

Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders

25%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Food Cooking Machine Operators and Tenders

11 of 15 at risk
88%Read work orders, recipes, or formulas to determine cooking times and temperatures, and ingredient specifications.
88%Record production and test data, such as processing steps, temperature and steam readings, cooking time, batches processed, and test results.
86%Listen for malfunction alarms, and shut down equipment and notify supervisors when necessary.
86%Notify or signal other workers to operate equipment or when processing is complete.
84%Observe gauges, dials, and product characteristics, and adjust controls to maintain appropriate temperature, pressure, and flow of ingredients.

Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders

11 of 15 at risk
87%Observe meters, gauges, or machine operations to ensure that soldering or brazing processes meet specifications.
87%Compute and record settings for new work, applying knowledge of metal properties, principles of welding, and shop mathematics.
86%Read blueprints, work orders, or production schedules to determine product or job instructions or specifications.
63%Inspect, measure, or test completed metal workpieces to ensure conformance to specifications, using measuring and testing devices.
63%Turn and press knobs and buttons or enter operating instructions into computers to adjust and start welding machines.

Wage Comparison

Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders earns +$6,510(+16%) vs Food Cooking Machine Operators and Tenders
Food Cooking Machine Operators and TendersWelding, Soldering, and Brazing Machine Setters, Operators, and Tenders
10th
$30,540$35,780
25th
$35,310$39,480
Median
$40,550$47,060
75th
$47,420$55,870
90th
$54,170$66,190

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Food Cooking Machine Operators and Tenders20282035
Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders20282035
20242030203520402045

Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders has a longer runway before significant displacement, projected 0 years later than Food Cooking Machine Operators and Tenders.

Risk-Adjusted Salary

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

Food Cooking Machine Operators and Tenders

$22,197

from $40,550

Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders

$26,085

from $47,060

After adjusting for AI risk, Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders offers $3,888 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Food

0

Unique to Welding,

Combined Protection Strategy

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

Regulatory Barriers
Fine Manipulation
Social Intelligence
Creativity
Food Cooking Machine Operators and TendersWelding, Soldering, and Brazing Machine Setters, Operators, and Tenders