Will AI replace Cooling and Freezing Equipment Operators and Tenders?

What this score means

Cooling and Freezing Equipment Operators and Tenders is among the least exposed roles in Manufacturing. Most of what the job involves still sits outside what current AI can do, even as the tools around it keep changing. At 11 out of 100 it scores 3 points below the Manufacturing average of 14. Across the 3 sources behind this baseline, individual estimates run from 5 to 20, so the score is a weighted consensus rather than any single figure.

The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works

What this job actually involves

Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Cooling and Freezing Equipment Operators and Tenders, most central first, showing 12 of 18.

• 01Record temperatures, amounts of materials processed, or test results on report forms.
• 02Monitor 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.
• 03Read dials and gauges on panel control boards to ascertain temperatures, alkalinities, and densities of mixtures, and turn valves to obtain specified mixtures.
• 04Start machinery, such as pumps, feeders, or conveyors, and turn valves to heat, admit, or transfer products, refrigerants, or mixes.
• 05Correct machinery malfunctions by performing actions such as removing jams, and inform supervisors of malfunctions as necessary.
• 06Assemble equipment, and attach pipes, fittings, or valves, using hand tools.
• 07Measure or weigh specified amounts of ingredients or materials, and load them into tanks, vats, hoppers, or other equipment.
• 08Adjust machine or freezer speed and air intake to obtain desired consistency and amount of product.
• 09Weigh packages and adjust freezer air valves or switches on filler heads to obtain specified amounts of product in each container.
• 10Inspect and flush lines with solutions or steam, and spray equipment with sterilizing solutions.
• 11Load and position wrapping paper, sticks, bags, or cartons into dispensing machines.
• 12Sample and test product characteristics such as specific gravity, acidity, and sugar content, using hydrometers, pH meters, or refractometers.

Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.

The research behind this score

This baseline aggregates 3 research sources that scored Cooling and Freezing Equipment Operators and Tenders for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.

• 01Anthropic Economic Index 2026 - AI Task Exposure · 2026
• 02GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024
• 03AI Occupational Exposure to Language Modeling · 2023

Also covers

Ammonia Refrigeration Worker · Batch Freezer · Batch Freezer Operator · Brewery Cellar Worker · Brewery Worker · Cellar Person · Certified Refrigeration Operator · Chiller Operator and related titles

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