Takeover Tracker

Side-by-Side Comparison

MetricFood and Tobacco Roasting, Baking, and Drying Machine Operators and TendersFood Cooking Machine Operators and Tenders
Risk Score42.7%45.3%
Risk TierMedium RiskMedium Risk
Risk Percentile87th92th
Tasks at Risk (>50%)10 / 1511 / 15
Median Salary$42,730$40,550
Employment20K28K

Skill Comparison

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Sorted by largest difference

Food Production
Making Decisions and Solving Problems
Handling and Moving Objects
Customer and Personal Service
Performing General Physical Activities
Visual Color Discrimination

Protective Factors

Higher values indicate stronger protection against AI displacement

Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders

26%

total discount

Food Cooking Machine Operators and Tenders

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders

10 of 15 at risk
88%Record production data, such as weight and amount of product processed, type of product, and time and temperature of processing.
88%Read work orders to determine quantities and types of products to be baked, dried, or roasted.
84%Observe temperature, humidity, pressure gauges, and product samples and adjust controls, such as thermostats and valves, to maintain prescribed operating conditions for specific stages.
78%Signal coworkers to synchronize flow of materials.
76%Test products for moisture content, using moisture meters.

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.

Wage Comparison

Food Cooking Machine Operators and Tenders earns -$2,180(-5%) vs Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders
Food and Tobacco Roasting, Baking, and Drying Machine Operators and TendersFood Cooking Machine Operators and Tenders
10th
$32,390$30,540
25th
$36,610$35,310
Median
$42,730$40,550
75th
$48,680$47,420
90th
$60,070$54,170

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders20282035
Food Cooking Machine Operators and Tenders20282035
20242030203520402045

Food and Tobacco Roasting, Baking, and Drying Machine 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 and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders

$24,476

from $42,730

Food Cooking Machine Operators and Tenders

$22,197

from $40,550

After adjusting for AI risk, Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders offers $2,279 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Food

0

Unique to Food

Combined Protection Strategy

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

Decision Complexity
Regulatory Barriers
Fine Manipulation
Creativity
Food and Tobacco Roasting, Baking, and Drying Machine Operators and TendersFood Cooking Machine Operators and Tenders