Takeover Tracker
45%medium risk
Food Cooking Machine Operators and Tenders
vs

56 shared · 10 different

core competencies

37%medium risk
Print Binding and Finishing Workers

Side-by-Side Comparison

MetricFood Cooking Machine Operators and TendersPrint Binding and Finishing Workers
Risk Score45.3%36.7%
Risk TierMedium RiskMedium Risk
Risk Percentile92th71th
Tasks at Risk (>50%)11 / 154 / 15
Median Salary$40,550$39,820
Employment28K36K

Skill Comparison

|

Sorted by largest difference

Documenting/Recording Information
Mechanical
Administration and Management
Visualization
Training and Teaching Others
Performing General Physical Activities
Coordinating the Work and Activities of Others
Finger Dexterity
Thinking Creatively
Provide Consultation and Advice to Others

Protective Factors

Higher values indicate stronger protection against AI displacement

Food Cooking Machine Operators and Tenders

26%

total discount

Print Binding and Finishing Workers

27%

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.

Print Binding and Finishing Workers

4 of 15 at risk
86%Read work orders to determine instructions and specifications for machine set-up.
86%Maintain records, such as daily production records, using specified forms.
61%Examine stitched, collated, bound, or unbound product samples for defects, such as imperfect bindings, ink spots, torn pages, loose pages, or loose or uncut threads.
57%Monitor machine operations to detect malfunctions or to determine whether adjustments are needed.
49%Trim edges of books to size, using cutting machines, book trimming machines, or hand cutters.

Wage Comparison

Print Binding and Finishing Workers earns -$730(-2%) vs Food Cooking Machine Operators and Tenders
Food Cooking Machine Operators and TendersPrint Binding and Finishing Workers
10th
$30,540$31,110
25th
$35,310$36,070
Median
$40,550$39,820
75th
$47,420$48,240
90th
$54,170$57,980

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Food Cooking Machine Operators and Tenders2028–2035
Print Binding and Finishing Workers2028–2035
20242030203520402045

Print Binding and Finishing Workers 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

Print Binding and Finishing Workers

$25,226

from $39,820

After adjusting for AI risk, Print Binding and Finishing Workers offers $3,029 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Food

0

Unique to Print

Combined Protection Strategy

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

Creativity
Decision Complexity
Fine Manipulation
Social Intelligence
Food Cooking Machine Operators and TendersPrint Binding and Finishing Workers
Find transitions from Food Cooking Machine Operators and TendersFind transitions from Print Binding and Finishing Workers