Takeover Tracker
vs

72 shared · 8 different

core competencies

Side-by-Side Comparison

MetricCooling and Freezing Equipment Operators and TendersMetal-Refining Furnace Operators and Tenders
Risk Score43.0%44.2%
Risk TierMedium RiskMedium Risk
Risk Percentile87th90th
Tasks at Risk (>50%)13 / 157 / 15
Median Salary$40,160$55,770
Employment7K20K

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

Cooling and Freezing Equipment Operators and Tenders

28%

total discount

Metal-Refining Furnace Operators and Tenders

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

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 +$15,610(+39%) vs Cooling and Freezing Equipment Operators and Tenders
Cooling and Freezing Equipment Operators and TendersMetal-Refining Furnace Operators and Tenders
10th
$33,710$38,760
25th
$36,150$46,550
Median
$40,160$55,770
75th
$49,150$65,070
90th
$62,760$80,280

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Cooling and Freezing Equipment Operators and Tenders20282035
Metal-Refining Furnace 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%)

Cooling and Freezing Equipment Operators and Tenders

$22,907

from $40,160

Metal-Refining Furnace Operators and Tenders

$31,120

from $55,770

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 Cooling

0

Unique to Metal-Refining

Combined Protection Strategy

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

Creativity
Decision Complexity
Fine Manipulation
Social Intelligence
Cooling and Freezing Equipment Operators and TendersMetal-Refining Furnace Operators and Tenders