Takeover Tracker

Side-by-Side Comparison

MetricForging Machine Setters, Operators, and Tenders, Metal and PlasticCooling and Freezing Equipment Operators and Tenders
Risk Score35.5%43.0%
Risk TierMedium RiskMedium Risk
Risk Percentile67th87th
Tasks at Risk (>50%)3 / 1313 / 15
Median Salary$49,240$40,160
Employment9K7K

Skill Comparison

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Sorted by largest difference

Documenting/Recording Information
Production and Processing
Inspecting Equipment, Structures, or Material
Estimating the Quantifiable Characteristics of Products, Events, or Information
Operation Monitoring
Monitor Processes, Materials, or Surroundings
MathematicsAI-Vulnerable
Interpreting the Meaning of Information for Others
Performing Administrative Activities
Evaluating Information to Determine Compliance with Standards
Thinking Creatively
Active LearningAI-Augmented

Protective Factors

Higher values indicate stronger protection against AI displacement

Forging Machine Setters, Operators, and Tenders, Metal and Plastic

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

Forging Machine Setters, Operators, and Tenders, Metal and Plastic

3 of 13 at risk
84%Read work orders or blueprints to determine specified tolerances and sequences of operations for machine setup.
80%Start machines to produce sample workpieces, and observe operations to detect machine malfunctions and to verify that machine setups conform to specifications.
61%Measure and inspect machined parts to ensure conformance to product specifications.
49%Position and move metal wires or workpieces through a series of dies that compress and shape stock to form die impressions.
49%Set up, operate, or tend presses and forging machines to perform hot or cold forging by flattening, straightening, bending, cutting, piercing, or other operations to taper, shape, or form 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 -$9,080(-18%) vs Forging Machine Setters, Operators, and Tenders, Metal and Plastic
Forging Machine Setters, Operators, and Tenders, Metal and PlasticCooling and Freezing Equipment Operators and Tenders
10th
$35,150$33,710
25th
$41,350$36,150
Median
$49,240$40,160
75th
$59,270$49,150
90th
$69,540$62,760

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Forging Machine Setters, Operators, and Tenders, Metal and Plastic20282035
Cooling and Freezing Equipment Operators and Tenders20282035
20242030203520402045

Forging Machine Setters, Operators, and Tenders, Metal and Plastic 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%)

Forging Machine Setters, Operators, and Tenders, Metal and Plastic

$31,770

from $49,240

Cooling and Freezing Equipment Operators and Tenders

$22,907

from $40,160

After adjusting for AI risk, Forging Machine Setters, Operators, and Tenders, Metal and Plastic offers $8,862 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Forging

0

Unique to Cooling

Combined Protection Strategy

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

Decision Complexity
Creativity
Fine Manipulation
Regulatory Barriers
Forging Machine Setters, Operators, and Tenders, Metal and PlasticCooling and Freezing Equipment Operators and Tenders