Takeover Tracker
44%medium risk
Metal-Refining Furnace Operators and Tenders
vs

64 shared · 10 different

core competencies

44%medium risk
Mixing and Blending Machine Setters, Operators, and Tenders

Side-by-Side Comparison

MetricMetal-Refining Furnace Operators and TendersMixing and Blending Machine Setters, Operators, and Tenders
Risk Score44.2%44.2%
Risk TierMedium RiskMedium Risk
Risk Percentile90th90th
Tasks at Risk (>50%)7 / 1512 / 15
Median Salary$55,770$47,680
Employment20K101K

Skill Comparison

|

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

Metal-Refining Furnace Operators and Tenders

26%

total discount

Mixing and Blending Machine Setters, Operators, and Tenders

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

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.

Wage Comparison

Mixing and Blending Machine Setters, Operators, and Tenders earns -$8,090(-15%) vs Metal-Refining Furnace Operators and Tenders
Metal-Refining Furnace Operators and TendersMixing and Blending Machine Setters, Operators, and Tenders
10th
$38,760$35,000
25th
$46,550$39,800
Median
$55,770$47,680
75th
$65,070$57,940
90th
$80,280$67,570

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Metal-Refining Furnace Operators and Tenders2028–2035
Mixing and Blending Machine Setters, Operators, and Tenders2028–2035
20242030203520402045

Metal-Refining Furnace Operators and Tenders has a longer runway before significant displacement, projected 0 years later than Mixing and Blending Machine Setters, Operators, and Tenders.

Risk-Adjusted Salary

Salary weighted by displacement risk: salary × (1 − risk%)

Metal-Refining Furnace Operators and Tenders

$31,120

from $55,770

Mixing and Blending Machine Setters, Operators, and Tenders

$26,601

from $47,680

After adjusting for AI risk, Metal-Refining Furnace Operators and Tenders offers $4,519 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Metal-Refining

0

Unique to Mixing

Combined Protection Strategy

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

Fine Manipulation
Regulatory Barriers
Decision Complexity
Social Intelligence
Metal-Refining Furnace Operators and TendersMixing and Blending Machine Setters, Operators, and Tenders
Find transitions from Metal-Refining Furnace Operators and TendersFind transitions from Mixing and Blending Machine Setters, Operators, and Tenders