Takeover Tracker

vs

64 shared · 10 different

core competencies

Side-by-Side Comparison

MetricMixing and Blending Machine Setters, Operators, and TendersMetal-Refining Furnace Operators and Tenders
Risk Score44.2%44.2%
Risk TierMedium RiskMedium Risk
Risk Percentile90th90th
Tasks at Risk (>50%)12 / 157 / 15
Median Salary$47,680$55,770
Employment101K20K

Skill Comparison

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Sorted by largest difference

Performing General Physical Activities
Chemistry
Making Decisions and Solving Problems
Administration and Management
Control Precision
Updating and Using Relevant Knowledge
Monitor Processes, Materials, or Surroundings
Organizing, Planning, and Prioritizing Work
Education and Training
MathematicsAI-Vulnerable

Protective Factors

Higher values indicate stronger protection against AI displacement

Mixing and Blending Machine Setters, Operators, and Tenders

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

Mixing and Blending Machine Setters, Operators, and Tenders

12 of 15 at risk
84%Observe production or monitor equipment to ensure safe and efficient operation.
78%Test samples of materials or products to ensure compliance with specifications, using test equipment.
65%Mix or blend ingredients by starting machines and mixing for specified times.
64%Read work orders to determine production specifications or information.
63%Weigh or measure materials, ingredients, or products to ensure conformance to requirements.

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 +$8,090(+17%) vs Mixing and Blending Machine Setters, Operators, and Tenders
Mixing and Blending Machine Setters, Operators, and TendersMetal-Refining Furnace Operators and Tenders
10th
$35,000$38,760
25th
$39,800$46,550
Median
$47,680$55,770
75th
$57,940$65,070
90th
$67,570$80,280

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Head-to-head task automation timeline
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Career transition paths from each job
Risk-adjusted salary comparison
Combined protective factor strategy
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