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

Job 1

Job 2

Job 1

Job 2

medium risk

Cooling and Freezing Equipment Operators and Tenders

59 shared · 19 different

core competencies

medium risk

Packaging and Filling Machine Operators and Tenders

Side-by-Side Comparison

Cooling and Freezing Equipment Operators and Tenders leads 3–1

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

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

Cooling and Freezing Equipment Operators and Tenders

28%

total discount

Packaging and Filling Machine 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.

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.

Wage Comparison

Packaging and Filling Machine Operators and Tenders earns +$740(+2%) vs Cooling and Freezing Equipment Operators and Tenders

Cooling and Freezing Equipment Operators and TendersPackaging and Filling Machine Operators and Tenders

10th

$33,710$31,890

25th

$36,150$36,250

Median

$40,160$40,900

75th

$49,150$48,440

90th

$62,760$58,910

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Cooling and Freezing Equipment Operators and Tenders2028–2035

Packaging and Filling Machine 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%)

Cooling and Freezing Equipment Operators and Tenders

$22,907

from $40,160

Packaging and Filling Machine Operators and Tenders

$21,489

from $40,900

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 Cooling

Unique to Packaging

Combined Protection Strategy

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

Creativity

Regulatory Barriers

Fine Manipulation

Decision Complexity

Cooling and Freezing Equipment Operators and TendersPackaging and Filling Machine Operators and Tenders

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