Takeover Tracker
45%medium risk
Food Batchmakers
vs

59 shared · 12 different

core competencies

44%medium risk
Metal-Refining Furnace Operators and Tenders

Side-by-Side Comparison

MetricFood BatchmakersMetal-Refining Furnace Operators and Tenders
Risk Score45.3%44.2%
Risk TierMedium RiskMedium Risk
Risk Percentile92th90th
Tasks at Risk (>50%)15 / 157 / 15
Median Salary$40,790$55,770
Employment172K20K

Skill Comparison

|

Sorted by largest difference

Controlling Machines and Processes
Multilimb Coordination
Administration and Management
Control Precision
Operation Monitoring
Inspecting Equipment, Structures, or Material
Static Strength
Monitor Processes, Materials, or Surroundings
Operation and Control
Arm-Hand Steadiness
Reaction Time
Repairing and Maintaining Mechanical Equipment

Protective Factors

Higher values indicate stronger protection against AI displacement

Food Batchmakers

26%

total discount

Metal-Refining Furnace Operators and Tenders

26%

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.

Metal-Refining Furnace Operators and Tenders

7 of 15 at risk
88%Record production data, and maintain production logs.
84%Observe air and temperature gauges or metal color and fluidity, and turn fuel valves or adjust controls to maintain required temperatures.
84%Observe operations inside furnaces, using television screens, to ensure that problems do not occur.
74%Draw smelted metal samples from furnaces or kettles for analysis, and calculate types and amounts of materials needed to ensure that materials meet specifications.
67%Regulate supplies of fuel and air, or control flow of electric current and water coolant to heat furnaces and adjust temperatures.

Wage Comparison

Metal-Refining Furnace Operators and Tenders earns +$14,980(+37%) vs Food Batchmakers
Food BatchmakersMetal-Refining Furnace Operators and Tenders
10th
$30,850$38,760
25th
$35,340$46,550
Median
$40,790$55,770
75th
$49,010$65,070
90th
$57,800$80,280

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Food Batchmakers2028–2035
Metal-Refining Furnace Operators and Tenders2028–2035
20242030203520402045

Metal-Refining Furnace Operators and Tenders 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

Metal-Refining Furnace Operators and Tenders

$31,120

from $55,770

After adjusting for AI risk, Metal-Refining Furnace Operators and Tenders offers $8,808 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Food

0

Unique to Metal-Refining

Combined Protection Strategy

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

Fine Manipulation
Regulatory Barriers
Social Intelligence
Decision Complexity
Food BatchmakersMetal-Refining Furnace Operators and Tenders
Find transitions from Food BatchmakersFind transitions from Metal-Refining Furnace Operators and Tenders