Production & ManufacturingO*NET: 51-3091.00
Will AI Replace Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders?
Operate or tend food or tobacco roasting, baking, or drying equipment, including hearth ovens, kiln driers, roasters, char kilns, and vacuum drying equipment.
85out of 100
Critical Risk
AI Risk Score
85/100
Risk Level
Critical
Job Zone
2/5
Entry
Total Tasks Analyzed
10
🤖 What AI Can Do
- ▸Observe, feel, taste, or otherwise examine products during and after processing to ensure conformance to standards.
- ▸Record production data, such as weight and amount of product processed, type of product, and time and temperature of processing.
- ▸Read work orders to determine quantities and types of products to be baked, dried, or roasted.
👤 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 (3)
- Observe, feel, taste, or otherwise examine products during and after processing to ensure conformance to standards.
- Record production data, such as weight and amount of product processed, type of product, and time and temperature of processing.
- Read work orders to determine quantities and types of products to be baked, dried, or roasted.
⚡AI-Assisted (7)
- Set temperature and time controls, light ovens, burners, driers, or roasters, and start equipment, such as conveyors, cylinders, blowers, driers, or pumps.
- Observe temperature, humidity, pressure gauges, and product samples and adjust controls, such as thermostats and valves, to maintain prescribed operating conditions for specific stages.
- Observe flow of materials and listen for machine malfunctions, such as jamming or spillage, and notify supervisors if corrective actions fail.
- Weigh or measure products, using scale hoppers or scale conveyors.
- Operate or tend equipment that roasts, bakes, dries, or cures food items such as cocoa and coffee beans, grains, nuts, and bakery products.
- Signal coworkers to synchronize flow of materials.
- Fill or remove product from trays, carts, hoppers, or equipment, using scoops, peels, or shovels, or by hand.
Key Skills Analysis
Operations MonitoringAI-Vulnerable
Importance: 3.62/5.00
Monitoring
Importance: 3.50/5.00
Reading ComprehensionAI-Vulnerable
Importance: 3.12/5.00
Active Listening
Importance: 3.12/5.00
Critical ThinkingAI-Resistant
Importance: 3.12/5.00
Operation and Control
Importance: 3.12/5.00
Quality Control AnalysisAI-Vulnerable
Importance: 3.12/5.00
Speaking
Importance: 3.00/5.00
Social PerceptivenessAI-Resistant
Importance: 3.00/5.00
CoordinationAI-Resistant
Importance: 3.00/5.00
Complex Problem SolvingAI-Resistant
Importance: 3.00/5.00
Judgment and Decision MakingAI-Resistant
Importance: 3.00/5.00
WritingAI-Vulnerable
Importance: 2.88/5.00
Time ManagementAI-Resistant
Importance: 2.88/5.00
InstructingAI-Resistant
Importance: 2.62/5.00
Related Occupations
Food Batchmakers
86/100 — Critical Risk
Food Cooking Machine Operators and Tenders
87/100 — Critical Risk
Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders
81/100 — Critical Risk
Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders
74/100 — High Risk
Graders and Sorters, Agricultural Products
76/100 — High Risk
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Frequently Asked Questions
Based on our analysis, Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders have a critical risk of AI replacement with a score of 85/100. 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