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Manufacturing & Production · Updated Aug 2026

Cooling and Freezing Equipment Operators and Tenders

Operate or tend equipment such as cooling and freezing units, refrigerators, batch freezers, and freezing tunnels, to cool or freeze products, food, blood plasma, and chemicals.

JVS 2.0.0-phase4b
AI Exposure
60/100
High

How much of this occupation’s work can be materially affected by current AI systems.

Replacement Risk
48/100
Moderate

How likely exposure is to translate into reduced human demand.

Includes provisional estimates for AI adoption pressure and labour-market resilience. How this is measured

Evidence quality
Confidence83/100
Task coverage87%

Confidence reflects task coverage, mapping and capability-evidence quality, and how much of the score rests on provisional inputs.

Task-level evidence

What is driving the score?

Occupation scores are built from the task mix—not a single prediction about a job title.

JVS 2.0.0-phase4b
TaskImportanceAI impactExposure
Record temperatures, amounts of materials processed, or test results on report forms.High
69
Measure or weigh specified amounts of ingredients or materials, and load them into tanks, vats, hoppers, or other equipment.High
69
Read dials and gauges on panel control boards to ascertain temperatures, alkalinities, and densities of mixtures, and turn valves to obtain specified mixtures.High
70
Weigh packages and adjust freezer air valves or switches on filler heads to obtain specified amounts of product in each container.High
70
Adjust machine or freezer speed and air intake to obtain desired consistency and amount of product.High
68
Load and position wrapping paper, sticks, bags, or cartons into dispensing machines.Medium
68
Start agitators to blend contents, or start beater, scraper, and expeller blades to mix contents with air and prevent sticking.Medium
70
Start machinery, such as pumps, feeders, or conveyors, and turn valves to heat, admit, or transfer products, refrigerants, or mixes.High
68
Stir material with spoons or paddles to mix ingredients or allow even cooling and prevent coagulation.Medium
70
Correct machinery malfunctions by performing actions such as removing jams, and inform supervisors of malfunctions as necessary.High
68
Scrape, dislodge, or break excess frost, ice, or frozen product from equipment to prevent accumulation, using hands and hand tools.Medium
65
Inspect and flush lines with solutions or steam, and spray equipment with sterilizing solutions.Medium
52
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.High
35
Sample and test product characteristics such as specific gravity, acidity, and sugar content, using hydrometers, pH meters, or refractometers.Medium
31
Place or position containers into equipment, and remove containers after completion of cooling or freezing processes.Medium
23
Most exposed

Where AI can do more

Routine, digitized, and highly repeatable tasks face the greatest pressure.

  1. Read dials and gauges on panel control boards to ascertain temperatures, alkalinities, and densities of mixtures, and turn valves to obtain specified mixtures.70
  2. Weigh packages and adjust freezer air valves or switches on filler heads to obtain specified amounts of product in each container.70
  3. Start agitators to blend contents, or start beater, scraper, and expeller blades to mix contents with air and prevent sticking.70
  4. Stir material with spoons or paddles to mix ingredients or allow even cooling and prevent coagulation.70
Hardest to automate

Where people still matter

These tasks score lowest on automation feasibility—physical presence, judgement, accountability and real-world variability all resist end-to-end automation.

  1. Place or position containers into equipment, and remove containers after completion of cooling or freezing processes.01
  2. Sample and test product characteristics such as specific gravity, acidity, and sugar content, using hydrometers, pH meters, or refractometers.02
  3. 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.03
  4. Record temperatures, amounts of materials processed, or test results on report forms.04
  5. Measure or weigh specified amounts of ingredients or materials, and load them into tanks, vats, hoppers, or other equipment.05
Where else this work leads

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Beyond AI capability

Adoption and labour-market outlook

Structural factors are kept separate from raw capability so you can see what actually resists automation. Adoption pressure and labour-market resilience are still provisional models—25% of this occupation’s replacement-risk weight rests on them.

Human dependency60
Physical dependency65
Adoption pressure57
Labour-market resilience62
Methodology & sources

O*NET 30.3 occupational data interpreted through the JobsVsAI capability, automation and structural-constraint models.

Confidence83/100
CalculatedAug 21, 2026
Read methodology →