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.
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% |
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.
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Score History
Risk score over 2 scoring runs
overall change
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
Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis