Takeover Tracker
45%medium risk
Food Batchmakers
vs

54 shared · 11 different

core competencies

38%medium risk
Pourers and Casters, Metal

Side-by-Side Comparison

MetricFood BatchmakersPourers and Casters, Metal
Risk Score45.3%37.7%
Risk TierMedium RiskMedium Risk
Risk Percentile92th74th
Tasks at Risk (>50%)15 / 155 / 15
Median Salary$40,790$48,940
Employment172K6K

Skill Comparison

|

Sorted by largest difference

Inspecting Equipment, Structures, or Material
Repairing and Maintaining Mechanical Equipment
Scheduling Work and Activities
Arm-Hand Steadiness
Establishing and Maintaining Interpersonal Relationships
Information OrderingAI-Vulnerable
Developing Objectives and Strategies
Equipment MaintenanceAI-Resistant
Visual Color Discrimination
MathematicsAI-Vulnerable
Multilimb Coordination

Protective Factors

Higher values indicate stronger protection against AI displacement

Food Batchmakers

26%

total discount

Pourers and Casters, Metal

27%

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.

Pourers and Casters, Metal

5 of 15 at risk
84%Read temperature gauges and observe color changes, adjusting furnace flames, torches, or electrical heating units as necessary to melt metal to specifications.
63%Examine molds to ensure they are clean, smooth, and properly coated.
61%Transport metal ingots to storage areas, using forklifts.
59%Stencil identifying information on ingots and pigs, using special hand tools.
51%Turn valves to circulate water through cores, or spray water on filled molds to cool and solidify metal.

Wage Comparison

Pourers and Casters, Metal earns +$8,150(+20%) vs Food Batchmakers
Food BatchmakersPourers and Casters, Metal
10th
$30,850$37,250
25th
$35,340$41,410
Median
$40,790$48,940
75th
$49,010$59,850
90th
$57,800$68,030

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Food Batchmakers2028–2035
Pourers and Casters, Metal2028–2035
20242030203520402045

Pourers and Casters, Metal 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

Pourers and Casters, Metal

$30,475

from $48,940

After adjusting for AI risk, Pourers and Casters, Metal offers $8,163 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Food

0

Unique to Pourers

Combined Protection Strategy

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

Regulatory Barriers
Fine Manipulation
Decision Complexity
Social Intelligence
Food BatchmakersPourers and Casters, Metal
Find transitions from Food BatchmakersFind transitions from Pourers and Casters, Metal