Packaging and Filling Machine Operators and Tenders vs Cooling and Freezing Equipment Operators and Tenders AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Packaging and Filling Machine Operators and Tenders

59 shared · 19 different

core competencies

medium risk

Cooling and Freezing Equipment Operators and Tenders

Side-by-Side Comparison

Cooling and Freezing Equipment Operators and Tenders leads 3–1

Metric	Packaging and Filling Machine Operators and Tenders	Cooling and Freezing Equipment Operators and Tenders
Risk Score	47.5%	43.0%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	95th	87th
Tasks at Risk (>50%)	13 / 15	13 / 15
Median Salary	$40,900	$40,160
Employment	384K	7K

Skill Comparison

Sorted by largest difference

Controlling Machines and Processes

Documenting/Recording Information

Food Production

Repairing and Maintaining Mechanical Equipment

Customer and Personal Service

Repairing and Maintaining Electronic Equipment

Thinking Creatively

Critical ThinkingAI-Augmented

Analyzing Data or Information

Operation and Control

Complex Problem SolvingAI-Resistant

Performing General Physical Activities

Protective Factors

Higher values indicate stronger protection against AI displacement

Packaging and Filling Machine 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

Packaging and Filling Machine Operators and Tenders

13 of 15 at risk

87%Regulate machine flow, speed, or temperature.

86%Observe machine operations to ensure quality and conformity of filled or packaged products to standards.

84%Monitor the production line, watching for problems such as pile-ups, jams, or glue that isn't sticking properly.

69%Package the product in the form in which it will be sent out, for example, filling bags with flour from a chute or spout.

67%Sort, grade, weigh, and inspect products, verifying and adjusting product weight or measurement to meet specifications.

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 -$740(-2%) vs Packaging and Filling Machine Operators and Tenders

Packaging and Filling Machine Operators and TendersCooling and Freezing Equipment Operators and Tenders

10th

$31,890$33,710

25th

$36,250$36,150

Median

$40,900$40,160

75th

$48,440$49,150

90th

$58,910$62,760

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Packaging and Filling Machine Operators and Tenders2028–2035

Cooling and Freezing Equipment Operators and Tenders2028–2035

20242030203520402045

Cooling and Freezing Equipment Operators and Tenders has a longer runway before significant displacement, projected 0 years later than Packaging and Filling Machine Operators and Tenders.

Risk-Adjusted Salary

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

Packaging and Filling Machine Operators and Tenders

$21,489

from $40,900

Cooling and Freezing Equipment Operators and Tenders

$22,907

from $40,160

After adjusting for AI risk, Cooling and Freezing Equipment Operators and Tenders offers $1,418 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Packaging

Unique to Cooling

Combined Protection Strategy

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

Creativity

Regulatory Barriers

Fine Manipulation

Decision Complexity

Packaging and Filling Machine Operators and TendersCooling and Freezing Equipment Operators and Tenders

Find transitions from Packaging and Filling Machine Operators and Tenders Find transitions from Cooling and Freezing Equipment Operators and Tenders