Food Cooking Machine Operators and Tenders
Operate or tend cooking equipment, such as steam cooking vats, deep fry cookers, pressure cookers, kettles, and boilers, to prepare food products.
AI Impact Summary
Food Cooking Machine Operators and Tenders faces moderate AI displacement risk with a score of 45/100. This occupation has higher AI displacement risk than 92% of all analyzed occupations. Of 17 analyzed tasks, 6 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 Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
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.
Mathematics 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.
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
Equipment Maintenance is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Food Cooking Machine Operators and Tenders skill gaps, ranked by relevance to your displacement risk profile.
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Upskill to Reduce Risk
Courses addressing your most AI-vulnerable skills
SQL Fundamentals Skill Track
by DataCamp
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AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Cybersecurity Fundamentals Path
by Pluralsight
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Strengthen Your Edge
Double down on skills AI can't replicate
Leading People and Teams Specialization
by University of Michigan
Estimated Impact
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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
17 tasks analyzed
Tend or operate and control equipment, such as kettles, cookers, vats and tanks, and boilers, to cook ingredients or prepare products for further processing.
Set temperature, pressure, and time controls, and start conveyers, machines, or pumps.
Clean, wash, and sterilize equipment and cooking area, using water hoses, cleaning or sterilizing solutions, or rinses.
Observe gauges, dials, and product characteristics, and adjust controls to maintain appropriate temperature, pressure, and flow of ingredients.
Listen for malfunction alarms, and shut down equipment and notify supervisors when necessary.
Pour, dump, or load prescribed quantities of ingredients or products into cooking equipment, manually or using a hoist.
Remove cooked material or products from equipment.
Turn valves or start pumps to add ingredients or drain products from equipment and to transfer products for storage, cooling, or further processing.
Measure or weigh ingredients, using scales or measuring containers.
Read work orders, recipes, or formulas to determine cooking times and temperatures, and ingredient specifications.
Collect and examine product samples during production to test them for quality, color, content, consistency, viscosity, acidity, or specific gravity.
Place products on conveyors or carts, and monitor product flow.
Activate agitators and paddles to mix or stir ingredients, stopping machines when ingredients are thoroughly mixed.
Notify or signal other workers to operate equipment or when processing is complete.
Record production and test data, such as processing steps, temperature and steam readings, cooking time, batches processed, and test results.
Operate auxiliary machines and equipment, such as grinders, canners, and molding presses, to prepare or further process products.
Admit required amounts of water, steam, cooking oils, or compressed air into equipment, such as by opening water valves to cool mixtures to the desired consistency.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Tend or operate and control equipment, such as kettles, cookers, vats and tanks, and boilers, to cook ingredients or prepare products for further processing. | 35Estimated | 47.0% | 15% | |
| Set temperature, pressure, and time controls, and start conveyers, machines, or pumps. | 70Estimated | 61.0% | 5% | |
| Clean, wash, and sterilize equipment and cooking area, using water hoses, cleaning or sterilizing solutions, or rinses. | 30Estimated | 45.0% | 10% | |
| Observe gauges, dials, and product characteristics, and adjust controls to maintain appropriate temperature, pressure, and flow of ingredients. | 87Estimated | 84.0% | 10% | |
| Listen for malfunction alarms, and shut down equipment and notify supervisors when necessary. | 92Estimated | 86.0% | 2% | |
| Pour, dump, or load prescribed quantities of ingredients or products into cooking equipment, manually or using a hoist. | 40Estimated | 49.0% | 10% | |
| Remove cooked material or products from equipment. | 40Estimated | 49.0% | 8% | |
| Turn valves or start pumps to add ingredients or drain products from equipment and to transfer products for storage, cooling, or further processing. | 65Estimated | 59.0% | 5% | |
| Measure or weigh ingredients, using scales or measuring containers. | 60Estimated | 57.0% | 5% | |
| Read work orders, recipes, or formulas to determine cooking times and temperatures, and ingredient specifications. | 97Estimated | 88.0% | 5% | |
| Collect and examine product samples during production to test them for quality, color, content, consistency, viscosity, acidity, or specific gravity. | 62Estimated | 74.0% | 5% | |
| Place products on conveyors or carts, and monitor product flow. | 45Estimated | 51.0% | 5% | |
| Activate agitators and paddles to mix or stir ingredients, stopping machines when ingredients are thoroughly mixed. | 70Estimated | 61.0% | 3% | |
| Notify or signal other workers to operate equipment or when processing is complete. | 92Estimated | 86.0% | 2% | |
| Record production and test data, such as processing steps, temperature and steam readings, cooking time, batches processed, and test results. | 97Estimated | 88.0% | 5% | |
| Operate auxiliary machines and equipment, such as grinders, canners, and molding presses, to prepare or further process products. | 40Estimated | 49.0% | 2% | |
| Admit required amounts of water, steam, cooking oils, or compressed air into equipment, such as by opening water valves to cool mixtures to the desired consistency. | 70Estimated | 61.0% | 3% |
Protective Factors
Total protective discount: 25.5%
Essential Soft Skills
Traits that are hard for AI to replicate
Wage & Employment (2024)
Median Wage
$40,550
per year
Mean Wage
$41,930
per year
Employment
28K
workers
Wage Range
$30,540 - $54,170
10th - 90th pct
Wage Distribution
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Recommendations
Skills to Develop
These skills are at risk from AI automation. Food Cooking Machine Operators and Tenders professionals should diversify beyond them.
- Information Ordering
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Reading Comprehension
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- 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.
- Mathematics
Mathematics 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.
- Manual Dexterity
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
- Coordination
Coordination is AI-resistant — strengthening this skill provides durable career protection.
- Social Perceptiveness
Social Perceptiveness 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.
- Monitoring
Monitoring 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.
- Critical Thinking
Critical Thinking 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.
Score History
Risk score over 2 scoring runs
overall change
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