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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.

6,900 people do this job in the US. $41,330 a year.

now
6%

of the working time. Estimate.

Kinds of work
  • 6%
  • 0%
  • 94%
0%

Measured, from Anthropic's usage data (2025). Counts help on part of a task.

Half the desk work within reach
Already

On the chosen pace and reliability. Estimate.

Share of the working time within reach, now to 2030

0%25%50%75%100%2027202820292030NowDesk work: 6% of the time
Chosen to Ceiling: the share
DateNow
NowEnd of 2030

What each choice means: , , , , . Every pace starts from .

At this date and pace, models finish tasks up to 4.4 h long four times in five.

How far this has come

With GPT-4, measured in March 2023, 0% of this job's working time was within reach at . With Claude 3.7 Sonnet, measured in February 2025, 4%. With Claude Mythos Preview (early), measured in April 2026, 6%. Today's estimate: 6%.

0%5%10%2023202420252026GPT-4, March 2023: 0% within reachGPT-4 Turbo (Nov 2023), November 2023: 0% within reachGPT-4o, May 2024: 0% within reachClaude 3.5 Sonnet (June 2024), June 2024: 0% within reacho1-preview, September 2024: 1% within reachClaude 3.5 Sonnet (Oct 2024), October 2024: 1% within reacho1, December 2024: 2% within reachClaude 3.7 Sonnet, February 2025: 4% within reacho3, April 2025: 6% within reachGPT-5, August 2025: 6% within reachGemini 3 Pro, November 2025: 6% within reachClaude Opus 4.5, November 2025: 6% within reachGPT-5.2, December 2025: 6% within reachClaude Opus 4.6, February 2026: 6% within reachClaude Mythos Preview (early), April 2026: 6% within reachToday (estimate), September 2026: 6% within reach
Each step is a new best model measured by METR, four in five; the dashed end is today's estimate. Point at a dot for the model.

A backcast: today's task data with the best model METR had measured by each date. It shows how fast the models have moved, not what anyone forecast at the time.

The tasks

Sorted by . 18 tasks from .

TaskKind
Assemble equipment, and attach pipes, fittings, or valves, using hand tools.Done daily by most who do it. 15%38 min13 min to 1.7 hStays with people
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.Done daily by most who do it. 11%13 min4 min to 38 minStays with people
Measure or weigh specified amounts of ingredients or materials, and load them into tanks, vats, hoppers, or other equipment.Done daily by most who do it.9%17 min8 min to 38 minStays with people
Inspect and flush lines with solutions or steam, and spray equipment with sterilizing solutions.Done more than weekly by most who do it.7%33 min13 min to 1.3 hStays with people
Scrape, dislodge, or break excess frost, ice, or frozen product from equipment to prevent accumulation, using hands and hand tools.Done daily by most who do it.7%25 min8 min to 50 minStays with people
Record temperatures, amounts of materials processed, or test results on report forms.Done daily by most who do it. 6%7 min3 min to 13 min100%Half by now
Start machinery, such as pumps, feeders, or conveyors, and turn valves to heat, admit, or transfer products, refrigerants, or mixes.Done daily by most who do it. 6%13 min4 min to 25 minStays with people
Adjust machine or freezer speed and air intake to obtain desired consistency and amount of product.Done daily by most who do it.5%13 min4 min to 25 minStays with people
Stir material with spoons or paddles to mix ingredients or allow even cooling and prevent coagulation.Done hourly or more by most who do it.5%13 min4 min to 25 minStays with people
Place or position containers into equipment, and remove containers after completion of cooling or freezing processes.Done daily by most who do it.4%13 min4 min to 33 minStays with people
Correct machinery malfunctions by performing actions such as removing jams, and inform supervisors of malfunctions as necessary.Done daily by most who do it. 4%25 min8 min to 1.3 hStays with people
Read dials and gauges on panel control boards to ascertain temperatures, alkalinities, and densities of mixtures, and turn valves to obtain specified mixtures.Done daily by most who do it. 4%8 min4 min to 17 minStays with people

Within reach, per task: the share of the task's time whose instances are short enough for a model to finish at the chosen date, pace and reliability. Half by: the date half of that time comes within reach.

Jobs that share skills with this one

From O*NET's related occupations. Within reach now and by the end of 2028, long-run pace, four in five.

Where this job works

The industry groups that employ the most of it (BLS, May 2025).

Where the most of these jobs are

The metro areas with the most people in it (BLS, May 2025).