Takeover Tracker
vs

72 shared · 8 different

core competencies

Side-by-Side Comparison

MetricMetal-Refining Furnace Operators and TendersCooling and Freezing Equipment Operators and Tenders
Risk Score44.2%43.0%
Risk TierMedium RiskMedium Risk
Risk Percentile90th87th
Tasks at Risk (>50%)7 / 1513 / 15
Median Salary$55,770$40,160
Employment20K7K

Skill Comparison

|

Sorted by largest difference

Controlling Machines and Processes
Documenting/Recording Information
Control Precision
Production and Processing
Interpreting the Meaning of Information for Others
Interacting With Computers
Hearing Sensitivity
Analyzing Data or Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Metal-Refining Furnace Operators and Tenders

26%

total discount

Cooling and Freezing Equipment Operators and Tenders

28%

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.

Cooling and Freezing Equipment Operators and Tenders

13 of 15 at risk
86%Record temperatures, amounts of materials processed, or test results on report forms.
84%Sample and test product characteristics such as specific gravity, acidity, and sugar content, using hydrometers, pH meters, or refractometers.
69%Weigh packages and adjust freezer air valves or switches on filler heads to obtain specified amounts of product in each container.
67%Monitor pressure gauges, ammeters, flowmeters, thermometers, or products, and adjust controls to maintain specified conditions, such as feed rate, product consistency, temperature, air pressure, and machine speed.
67%Read dials and gauges on panel control boards to ascertain temperatures, alkalinities, and densities of mixtures, and turn valves to obtain specified mixtures.

Wage Comparison

Cooling and Freezing Equipment Operators and Tenders earns -$15,610(-28%) vs Metal-Refining Furnace Operators and Tenders
Metal-Refining Furnace Operators and TendersCooling and Freezing Equipment Operators and Tenders
10th
$38,760$33,710
25th
$46,550$36,150
Median
$55,770$40,160
75th
$65,070$49,150
90th
$80,280$62,760

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Metal-Refining Furnace Operators and Tenders20282035
Cooling and Freezing Equipment Operators and Tenders20282035
20242030203520402045

Cooling and Freezing Equipment 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

Cooling and Freezing Equipment Operators and Tenders

$22,907

from $40,160

After adjusting for AI risk, Metal-Refining Furnace Operators and Tenders offers $8,212 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 Cooling

Combined Protection Strategy

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

Creativity
Decision Complexity
Fine Manipulation
Social Intelligence
Metal-Refining Furnace Operators and TendersCooling and Freezing Equipment Operators and Tenders