Takeover Tracker
vs

54 shared · 13 different

core competencies

45%medium risk
Food Batchmakers

Side-by-Side Comparison

MetricButchers and Meat CuttersFood Batchmakers
Risk Score28.9%45.3%
Risk TierMedium RiskMedium Risk
Risk Percentile33th92th
Tasks at Risk (>50%)6 / 1315 / 15
Median Salary$38,960$40,790
Employment140K172K

Skill Comparison

|

Sorted by largest difference

Performing for or Working Directly with the Public
Customer and Personal Service
Selling or Influencing Others
Documenting/Recording Information
MathematicsAI-Vulnerable
Mechanical
Controlling Machines and Processes
Scheduling Work and Activities
Operation and Control
Coaching and Developing Others
Performing General Physical Activities
Service OrientationAI-Resistant

Protective Factors

Higher values indicate stronger protection against AI displacement

Butchers and Meat Cutters

27%

total discount

Food Batchmakers

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Butchers and Meat Cutters

6 of 13 at risk
88%Total sales, and collect money from customers.
88%Estimate requirements and order or requisition meat supplies to maintain inventories.
88%Record quantity of meat received and issued to cooks or keep records of meat sales.
61%Wrap, weigh, label, and price cuts of meat.
55%Cure, smoke, tenderize and preserve meat.

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.

Wage Comparison

Food Batchmakers earns +$1,830(+5%) vs Butchers and Meat Cutters
Butchers and Meat CuttersFood Batchmakers
10th
$28,850$30,850
25th
$34,460$35,340
Median
$38,960$40,790
75th
$47,200$49,010
90th
$57,130$57,800

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Butchers and Meat Cutters20282035
Food Batchmakers20282035
20242030203520402045

Butchers and Meat Cutters 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%)

Butchers and Meat Cutters

$27,693

from $38,960

Food Batchmakers

$22,312

from $40,790

After adjusting for AI risk, Butchers and Meat Cutters offers $5,381 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Butchers

0

Unique to Food

Combined Protection Strategy

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

Social Intelligence
Decision Complexity
Regulatory Barriers
Fine Manipulation
Butchers and Meat CuttersFood Batchmakers