Takeover Tracker
38%medium risk
Pourers and Casters, Metal
vs

66 shared · 9 different

core competencies

43%medium risk
Cooling and Freezing Equipment Operators and Tenders

Side-by-Side Comparison

MetricPourers and Casters, MetalCooling and Freezing Equipment Operators and Tenders
Risk Score37.7%43.0%
Risk TierMedium RiskMedium Risk
Risk Percentile74th87th
Tasks at Risk (>50%)5 / 1513 / 15
Median Salary$48,940$40,160
Employment6K7K

Skill Comparison

|

Sorted by largest difference

Documenting/Recording Information
Controlling Machines and Processes
Operation Monitoring
Complex Problem SolvingAI-Resistant
Analyzing Data or Information
Active LearningAI-Augmented
Communicating with Supervisors, Peers, or Subordinates
Written Expression
Repairing

Protective Factors

Higher values indicate stronger protection against AI displacement

Pourers and Casters, Metal

27%

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

Pourers and Casters, Metal

5 of 15 at risk
84%Read temperature gauges and observe color changes, adjusting furnace flames, torches, or electrical heating units as necessary to melt metal to specifications.
63%Examine molds to ensure they are clean, smooth, and properly coated.
61%Transport metal ingots to storage areas, using forklifts.
59%Stencil identifying information on ingots and pigs, using special hand tools.
51%Turn valves to circulate water through cores, or spray water on filled molds to cool and solidify metal.

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 -$8,780(-18%) vs Pourers and Casters, Metal
Pourers and Casters, MetalCooling and Freezing Equipment Operators and Tenders
10th
$37,250$33,710
25th
$41,410$36,150
Median
$48,940$40,160
75th
$59,850$49,150
90th
$68,030$62,760

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Pourers and Casters, Metal2028–2035
Cooling and Freezing Equipment Operators and Tenders2028–2035
20242030203520402045

Pourers and Casters, Metal has a longer runway before significant displacement, projected 0 years later than Cooling and Freezing Equipment Operators and Tenders.

Risk-Adjusted Salary

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

Pourers and Casters, Metal

$30,475

from $48,940

Cooling and Freezing Equipment Operators and Tenders

$22,907

from $40,160

After adjusting for AI risk, Pourers and Casters, Metal offers $7,568 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Pourers

0

Unique to Cooling

Combined Protection Strategy

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

Creativity
Regulatory Barriers
Decision Complexity
Fine Manipulation
Pourers and Casters, MetalCooling and Freezing Equipment Operators and Tenders
Find transitions from Pourers and Casters, MetalFind transitions from Cooling and Freezing Equipment Operators and Tenders