Takeover Tracker
45%medium risk
Food Batchmakers
vs

49 shared · 9 different

core competencies

40%medium risk
Helpers--Production Workers

Side-by-Side Comparison

MetricFood BatchmakersHelpers--Production Workers
Risk Score45.3%39.5%
Risk TierMedium RiskMedium Risk
Risk Percentile92th79th
Tasks at Risk (>50%)15 / 1511 / 15
Median Salary$40,790$38,220
Employment172K167K

Skill Comparison

|

Sorted by largest difference

Documenting/Recording Information
Production and Processing
Static Strength
Repairing and Maintaining Mechanical Equipment
Information OrderingAI-Vulnerable
Public Safety and Security
Monitor Processes, Materials, or Surroundings
Making Decisions and Solving Problems
Training and Teaching Others

Protective Factors

Higher values indicate stronger protection against AI displacement

Food Batchmakers

26%

total discount

Helpers--Production Workers

23%

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.

Helpers--Production Workers

11 of 15 at risk
86%Count finished products to determine if product orders are complete.
86%Measure amounts of products, lengths of extruded articles, or weights of filled containers to ensure conformance to specifications.
86%Mark or tag identification on parts.
86%Observe equipment operations so that malfunctions can be detected, and notify operators of any malfunctions.
67%Examine products to verify conformance to quality standards.

Wage Comparison

Helpers--Production Workers earns -$2,570(-6%) vs Food Batchmakers
Food BatchmakersHelpers--Production Workers
10th
$30,850$30,060
25th
$35,340$34,390
Median
$40,790$38,220
75th
$49,010$44,980
90th
$57,800$52,120

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Food Batchmakers2028–2035
Helpers--Production Workers2028–2035
20242030203520402045

Helpers--Production Workers has a longer runway before significant displacement, projected 0 years later than Food Batchmakers.

Risk-Adjusted Salary

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

Food Batchmakers

$22,312

from $40,790

Helpers--Production Workers

$23,119

from $38,220

After adjusting for AI risk, Helpers--Production Workers offers $807 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Food

0

Unique to Helpers--Production

Combined Protection Strategy

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

Creativity
Decision Complexity
Social Intelligence
Regulatory Barriers
Food BatchmakersHelpers--Production Workers
Find transitions from Food BatchmakersFind transitions from Helpers--Production Workers