Takeover Tracker
vs

51 shared · 13 different

core competencies

45%medium risk
Food Batchmakers

Side-by-Side Comparison

MetricMeat, Poultry, and Fish Cutters and TrimmersFood Batchmakers
Risk Score37.7%45.3%
Risk TierMedium RiskMedium Risk
Risk Percentile74th92th
Tasks at Risk (>50%)7 / 1415 / 15
Median Salary$37,700$40,790
Employment141K172K

Skill Comparison

|

Sorted by largest difference

Food Production
Controlling Machines and Processes
Administration and Management
Documenting/Recording Information
Operation and Control
Information OrderingAI-Vulnerable
Perceptual Speed
Assisting and Caring for Others
Identifying Objects, Actions, and Events
Production and Processing
Analyzing Data or Information
Interacting With Computers

Protective Factors

Higher values indicate stronger protection against AI displacement

Meat, Poultry, and Fish Cutters and Trimmers

28%

total discount

Food Batchmakers

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Meat, Poultry, and Fish Cutters and Trimmers

7 of 14 at risk
86%Weigh meats and tag containers for weight and contents.
63%Produce hamburger meat and meat trimmings.
61%Prepare sausages, luncheon meats, hot dogs, and other fabricated meat products, using meat trimmings and hamburger meat.
59%Obtain and distribute specified meat or carcass.
57%Separate meats and byproducts into specified containers and seal containers.

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 +$3,090(+8%) vs Meat, Poultry, and Fish Cutters and Trimmers
Meat, Poultry, and Fish Cutters and TrimmersFood Batchmakers
10th
$29,200$30,850
25th
$34,050$35,340
Median
$37,700$40,790
75th
$43,450$49,010
90th
$48,680$57,800

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Meat, Poultry, and Fish Cutters and Trimmers20282035
Food Batchmakers20282035
20242030203520402045

Meat, Poultry, and Fish Cutters and Trimmers 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%)

Meat, Poultry, and Fish Cutters and Trimmers

$23,495

from $37,700

Food Batchmakers

$22,312

from $40,790

After adjusting for AI risk, Meat, Poultry, and Fish Cutters and Trimmers offers $1,183 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Meat,

0

Unique to Food

Combined Protection Strategy

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

Regulatory Barriers
Social Intelligence
Decision Complexity
Creativity
Meat, Poultry, and Fish Cutters and TrimmersFood Batchmakers