Production & ManufacturingO*NET: 51-3093.00
Will AI Replace 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.
87out of 100
Critical Risk
AI Risk Score
87/100
Risk Level
Critical
Job Zone
2/5
Entry
Total Tasks Analyzed
14
🤖 What AI Can Do
- ▸Tend or operate and control equipment, such as kettles, cookers, vats and tanks, and boilers, to cook ingredients or prepare products for further processing.
- ▸Record production and test data, such as processing steps, temperature and steam readings, cooking time, batches processed, and test results.
- ▸Notify or signal other workers to operate equipment or when processing is complete.
- ▸Turn valves or start pumps to add ingredients or drain products from equipment and to transfer products for storage, cooling, or further processing.
👤 What Requires Humans
- ▸Providing empathy and emotional support
- ▸Creative problem-solving in ambiguous contexts
- ▸Physical tasks requiring fine motor skills and dexterity
Task Breakdown
🤖AI Can Automate (4)
- Tend or operate and control equipment, such as kettles, cookers, vats and tanks, and boilers, to cook ingredients or prepare products for further processing.
- Record production and test data, such as processing steps, temperature and steam readings, cooking time, batches processed, and test results.
- Notify or signal other workers to operate equipment or when processing is complete.
- Turn valves or start pumps to add ingredients or drain products from equipment and to transfer products for storage, cooling, or further processing.
⚡AI-Assisted (10)
- Clean, wash, and sterilize equipment and cooking area, using water hoses, cleaning or sterilizing solutions, or rinses.
- Read work orders, recipes, or formulas to determine cooking times and temperatures, and ingredient specifications.
- Observe gauges, dials, and product characteristics, and adjust controls to maintain appropriate temperature, pressure, and flow of ingredients.
- Measure or weigh ingredients, using scales or measuring containers.
- Set temperature, pressure, and time controls, and start conveyers, machines, or pumps.
- Remove cooked material or products from equipment.
- Collect and examine product samples during production to test them for quality, color, content, consistency, viscosity, acidity, or specific gravity.
- Pour, dump, or load prescribed quantities of ingredients or products into cooking equipment, manually or using a hoist.
Key Skills Analysis
Operations MonitoringAI-Vulnerable
Importance: 3.50/5.00
Reading ComprehensionAI-Vulnerable
Importance: 3.12/5.00
Monitoring
Importance: 3.12/5.00
Operation and Control
Importance: 3.12/5.00
Active Listening
Importance: 3.00/5.00
Critical ThinkingAI-Resistant
Importance: 3.00/5.00
CoordinationAI-Resistant
Importance: 2.88/5.00
Complex Problem SolvingAI-Resistant
Importance: 2.88/5.00
WritingAI-Vulnerable
Importance: 2.75/5.00
Quality Control AnalysisAI-Vulnerable
Importance: 2.75/5.00
Judgment and Decision MakingAI-Resistant
Importance: 2.75/5.00
Speaking
Importance: 2.62/5.00
Active LearningAI-Resistant
Importance: 2.62/5.00
Social PerceptivenessAI-Resistant
Importance: 2.62/5.00
Time ManagementAI-Resistant
Importance: 2.62/5.00
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Frequently Asked Questions
Based on our analysis, Food Cooking Machine Operators and Tenders have a critical risk of AI replacement with a score of 87/100. Many routine tasks in this role can be automated, but human oversight remains important.
Last updated: 2026-03-28· Data from O*NET 30.2 & Frey/Osborne automation research