Takeover Tracker

Side-by-Side Comparison

MetricMetal-Refining Furnace Operators and TendersSeparating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders
Risk Score44.2%39.3%
Risk TierMedium RiskMedium Risk
Risk Percentile90th78th
Tasks at Risk (>50%)7 / 158 / 15
Median Salary$55,770$49,500
Employment20K54K

Skill Comparison

|

Sorted by largest difference

Administration and Management
Control Precision
Handling and Moving Objects
Guiding, Directing, and Motivating Subordinates
Estimating the Quantifiable Characteristics of Products, Events, or Information
Operation and Control
Establishing and Maintaining Interpersonal Relationships

Protective Factors

Higher values indicate stronger protection against AI displacement

Metal-Refining Furnace Operators and Tenders

26%

total discount

Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders

25%

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.

Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders

8 of 15 at risk
86%Monitor material flow or instruments such as temperature or pressure gauges, indicators, or meters to ensure optimal processing conditions.
65%Test samples to determine viscosity, acidity, specific gravity, or degree of concentration, using test equipment such as viscometers, pH meters, or hydrometers.
57%Examine samples to verify qualities such as clarity, cleanliness, consistency, dryness, or texture.
57%Inspect machines or equipment for hazards, operating efficiency, malfunctions, wear, or leaks.
53%Set up or adjust machine controls to regulate conditions such as material flow, temperature, or pressure.

Wage Comparison

Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders earns -$6,270(-11%) vs Metal-Refining Furnace Operators and Tenders
Metal-Refining Furnace Operators and TendersSeparating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders
10th
$38,760$35,810
25th
$46,550$41,830
Median
$55,770$49,500
75th
$65,070$61,350
90th
$80,280$75,860

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Metal-Refining Furnace Operators and Tenders20282035
Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders20282035
20242030203520402045

Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders has a longer runway before significant displacement, projected 0 years later than Metal-Refining Furnace 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

Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders

$30,051

from $49,500

After adjusting for AI risk, Metal-Refining Furnace Operators and Tenders offers $1,068 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 Separating,

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 TendersSeparating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders