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.
AI Impact Summary
Cooling and Freezing Equipment Operators and Tenders faces moderate AI displacement risk with a score of 43/100. This occupation has higher AI displacement risk than 87% of all analyzed occupations. Of 19 analyzed tasks, 2 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.
Skill Impact Analysis
AI-Vulnerable Skills (6)
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Information Ordering is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
AI-Resistant Skills (11)
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Equipment Maintenance is AI-resistant — strengthening this skill provides durable career protection.
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Cooling and Freezing Equipment Operators and Tenders skill gaps, ranked by relevance to your displacement risk profile.
Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.
Upskill to Reduce Risk
Courses addressing your most AI-vulnerable skills
SQL Fundamentals Skill Track
by DataCamp
Estimated Impact
AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Google UX Design Professional Certificate
by Google
Estimated Impact
Strengthen Your Edge
Double down on skills AI can't replicate
Leading People and Teams Specialization
by University of Michigan
Estimated Impact
We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.
Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.
Education & Training
Percentage of workers at each education and training level
Education Level
Prior Experience Needed
Work experience required to enter this job
Training Provided After Hiring
How long it typically takes to learn on the job
How AI Impacts Each Task
19 tasks analyzed
Record temperatures, amounts of materials processed, or test results on report forms.
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.
Measure or weigh specified amounts of ingredients or materials, and load them into tanks, vats, hoppers, or other equipment.
Read dials and gauges on panel control boards to ascertain temperatures, alkalinities, and densities of mixtures, and turn valves to obtain specified mixtures.
Adjust machine or freezer speed and air intake to obtain desired consistency and amount of product.
Start machinery, such as pumps, feeders, or conveyors, and turn valves to heat, admit, or transfer products, refrigerants, or mixes.
Weigh packages and adjust freezer air valves or switches on filler heads to obtain specified amounts of product in each container.
Correct machinery malfunctions by performing actions such as removing jams, and inform supervisors of malfunctions as necessary.
Inspect and flush lines with solutions or steam, and spray equipment with sterilizing solutions.
Sample and test product characteristics such as specific gravity, acidity, and sugar content, using hydrometers, pH meters, or refractometers.
Load and position wrapping paper, sticks, bags, or cartons into dispensing machines.
Start agitators to blend contents, or start beater, scraper, and expeller blades to mix contents with air and prevent sticking.
Assemble equipment, and attach pipes, fittings, or valves, using hand tools.
Position molds on conveyors, and measure and adjust level of fill, using depth gauges.
Insert forming fixtures, and start machines that cut frozen products into measured portions or specified shapes.
Place or position containers into equipment, and remove containers after completion of cooling or freezing processes.
Scrape, dislodge, or break excess frost, ice, or frozen product from equipment to prevent accumulation, using hands and hand tools.
Activate mechanical rakes to regulate flow of ice from storage bins to vats.
Stir material with spoons or paddles to mix ingredients or allow even cooling and prevent coagulation.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Record temperatures, amounts of materials processed, or test results on report forms. | 92Estimated | 86.0% | 5% | |
| 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. | 85Estimated | 67.0% | 14% | |
| Measure or weigh specified amounts of ingredients or materials, and load them into tanks, vats, hoppers, or other equipment. | 65Estimated | 59.0% | 8% | |
| Read dials and gauges on panel control boards to ascertain temperatures, alkalinities, and densities of mixtures, and turn valves to obtain specified mixtures. | 85Estimated | 67.0% | 9% | |
| Adjust machine or freezer speed and air intake to obtain desired consistency and amount of product. | 80Estimated | 65.0% | 5% | |
| Start machinery, such as pumps, feeders, or conveyors, and turn valves to heat, admit, or transfer products, refrigerants, or mixes. | 85Estimated | 67.0% | 5% | |
| Weigh packages and adjust freezer air valves or switches on filler heads to obtain specified amounts of product in each container. | 90Estimated | 69.0% | 4% | |
| Correct machinery malfunctions by performing actions such as removing jams, and inform supervisors of malfunctions as necessary. | 10Estimated | 13.0% | 5% | |
| Inspect and flush lines with solutions or steam, and spray equipment with sterilizing solutions. | 70Estimated | 61.0% | 5% | |
| Sample and test product characteristics such as specific gravity, acidity, and sugar content, using hydrometers, pH meters, or refractometers. | 87Estimated | 84.0% | 5% | |
| Load and position wrapping paper, sticks, bags, or cartons into dispensing machines. | 45Estimated | 51.0% | 4% | |
| Start agitators to blend contents, or start beater, scraper, and expeller blades to mix contents with air and prevent sticking. | 85Estimated | 67.0% | 3% | |
| Assemble equipment, and attach pipes, fittings, or valves, using hand tools. | 10Estimated | 13.0% | 5% | |
| Position molds on conveyors, and measure and adjust level of fill, using depth gauges. | 80Estimated | 65.0% | 3% | |
| Insert forming fixtures, and start machines that cut frozen products into measured portions or specified shapes. | 50Estimated | 53.0% | 3% | |
| Place or position containers into equipment, and remove containers after completion of cooling or freezing processes. | 65Estimated | 59.0% | 8% | |
| Scrape, dislodge, or break excess frost, ice, or frozen product from equipment to prevent accumulation, using hands and hand tools. | 35Estimated | 47.0% | 4% | |
| Activate mechanical rakes to regulate flow of ice from storage bins to vats. | 80Estimated | 65.0% | 2% | |
| Stir material with spoons or paddles to mix ingredients or allow even cooling and prevent coagulation. | 40Estimated | 49.0% | 3% |
Protective Factors
Total protective discount: 27.6%
Essential Soft Skills
Traits that are hard for AI to replicate
Wage & Employment (2024)
Median Wage
$40,160
per year
Mean Wage
$44,290
per year
Employment
7K
workers
Wage Range
$33,710 - $62,760
10th - 90th pct
Wage Distribution
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Recommendations
Skills to Develop
These skills are at risk from AI automation. Cooling and Freezing Equipment Operators and Tenders professionals should diversify beyond them.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Information Ordering
Information Ordering is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
- Reading Comprehension
Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
- Mathematics
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
- Memorization
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Skills to Leverage
These human-centric skills remain difficult for AI to replicate. Double down here.
- Leadership
Leadership is AI-resistant — strengthening this skill provides durable career protection.
- Adaptability/Flexibility
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
- Complex Problem Solving
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
- Equipment Maintenance
Equipment Maintenance is AI-resistant — strengthening this skill provides durable career protection.
- Manual Dexterity
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
Tools to Adopt
AI can amplify these skills. Learn the tools that augment rather than replace your work.
- Critical Thinking
Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Monitoring
Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Judgment and Decision Making
Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Active Learning
Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Writing
Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
Score History
Risk score over 2 scoring runs
overall change