Last Update: 2/17/2026
Your role’s AI Resilience Score is
Median Score
Changing Fast
Evolving
Stable
This reflects the reliability of your score based on the number of data sources available for this career and how closely those sources agree on the outlook. A higher confidence means more consistent evidence from labor experts and AI models.
What does this resilience result mean?
These roles are shifting as AI becomes part of everyday workflows. Expect new responsibilities and new opportunities.
AI Resilience Report for
They run machines that cool or freeze food and other products, making sure everything is at the right temperature for safe storage or transport.
This role is evolving
This career is labeled as "Evolving" because AI and automation are being integrated into many routine tasks, like monitoring temperatures and handling heavy lifting, to improve efficiency and safety in cold environments. However, humans are still essential for tasks that require problem-solving, dexterity, and judgement, like fixing jams or assembling pipes.
Read full analysisLearn more about how you can thrive in this position
Learn more about how you can thrive in this position
This role is evolving
This career is labeled as "Evolving" because AI and automation are being integrated into many routine tasks, like monitoring temperatures and handling heavy lifting, to improve efficiency and safety in cold environments. However, humans are still essential for tasks that require problem-solving, dexterity, and judgement, like fixing jams or assembling pipes.
Read full analysisContributing Sources
We aggregate scores from multiple models and supplement with employment projections for a more accurate picture of this occupation’s resilience. Expand to view all sources.
AI Resilience
AI Resilience Model v1.0
AI Task Resilience
Microsoft's Working with AI
AI Applicability
Will Robots Take My Job
Automation Resilience
Medium Demand
We use BLS employment projections to complement the AI-focused assessments from other sources.
Learn about this scoreGrowth Rate (2024-34):
Growth Percentile:
Annual Openings:
Annual Openings Pct:
Analysis of Current AI Resilience
Cooling/Freezing Operator
Updated Quarterly • Last Update: 2/17/2026

What's changing and what's not
In modern food factories, many routine tasks are already done by machines. For example, temperature and pressure sensors (often with IoT devices) can log data continuously, so workers don’t have to write down every reading [1] [2]. Automated controls can start pumps or adjust valves to keep conditions steady.
Robots handle heavy or repetitive jobs (like sorting, packing or moving frozen products), which speeds up work and keeps humans out of the very cold areas [1] [3]. Still, hands-on tasks remain mostly manual: assembling pipes, dislodging jams, or scraping ice require human dexterity and judgement. Specialists note that most occupations mix people and machines – fewer than 5% of jobs can be entirely automated [4].
In practice, workers use new tools (like sensors or basic AI alerts) to do core tasks more safely and accurately, while humans solve unexpected problems and maintain equipment.

AI in the real world
Companies adopt new tech when it makes sense economically and improves safety. In cold storage, hazards like frostbite encourage automation: for example, robots built for –20 °C can work tirelessly where humans slow down [3]. Also, real-time monitoring with AI can alert staff if temperatures drift, catching issues early before food spoils [2] [1].
But the high cost of AI systems means they’re used carefully. If production is small or labor is cheap, firms often find manual work cheaper [2] [4]. Broad studies show companies balance equipment cost, volume and labor.
When well-justified, tools like predictive-maintenance AI pay off by avoiding breakdowns [1] [4]. Social or legal barriers are minor here – the key factors are return on investment and workforce training. Overall, experts say automation will grow gradually.
Humans will still be needed for flexible problem-solving and oversight, while machines handle the predictable work [4] [2].

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Median Wage
$40,160
Jobs (2024)
7,100
Growth (2024-34)
+7.2%
Annual Openings
800
Education
High school diploma or equivalent
Experience
None
Source: Bureau of Labor Statistics, Employment Projections 2024-2034
AI-generated estimates of task resilience over the next 3 years
Stir material with spoons or paddles to mix ingredients or allow even cooling and prevent coagulation.
Scrape, dislodge, or break excess frost, ice, or frozen product from equipment to prevent accumulation, using hands and hand tools.
Correct machinery malfunctions by performing actions such as removing jams, and inform supervisors of malfunctions as necessary.
Position molds on conveyors, and measure and adjust level of fill, using depth gauges.
Assemble equipment, and attach pipes, fittings, or valves, using hand tools.
Inspect and flush lines with solutions or steam, and spray equipment with sterilizing solutions.
Measure or weigh specified amounts of ingredients or materials, and load them into tanks, vats, hoppers, or other equipment.
Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

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