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.
AI Impact Summary
Food and Tobacco Roasting, Baking, and Drying Machine 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 20 analyzed tasks, 5 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 Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Information Ordering 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)
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders skill gaps, ranked by relevance to your displacement risk profile.
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Upskill to Reduce Risk
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SQL Fundamentals Skill Track
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Cybersecurity Fundamentals Path
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Double down on skills AI can't replicate
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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
20 tasks analyzed
Take product samples during or after processing for laboratory analyses.
Observe, feel, taste, or otherwise examine products during and after processing to ensure conformance to standards.
Set temperature and time controls, light ovens, burners, driers, or roasters, and start equipment, such as conveyors, cylinders, blowers, driers, or pumps.
Observe flow of materials and listen for machine malfunctions, such as jamming or spillage, and notify supervisors if corrective actions fail.
Observe temperature, humidity, pressure gauges, and product samples and adjust controls, such as thermostats and valves, to maintain prescribed operating conditions for specific stages.
Test products for moisture content, using moisture meters.
Record production data, such as weight and amount of product processed, type of product, and time and temperature of processing.
Weigh or measure products, using scale hoppers or scale conveyors.
Clear or dislodge blockages in bins, screens, or other equipment, using poles, brushes, or mallets.
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.
Start conveyors to move roasted grain to cooling pans and agitate grain with rakes as blowers force air through perforated bottoms of pans.
Open valves, gates, or chutes or use shovels to load or remove products from ovens or other equipment.
Read work orders to determine quantities and types of products to be baked, dried, or roasted.
Clean equipment with steam, hot water, and hoses.
Smooth out products in bins, pans, trays, or conveyors, using rakes or shovels.
Fill or remove product from trays, carts, hoppers, or equipment, using scoops, peels, or shovels, or by hand.
Install equipment, such as spray units, cutting blades, or screens, using hand tools.
Push racks or carts to transfer products to storage, cooling stations, or the next stage of processing.
Dump sugar dust from collectors into melting tanks and add water to reclaim sugar lost during processing.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Take product samples during or after processing for laboratory analyses. | 35Estimated | 47.0% | 3% | |
| Observe, feel, taste, or otherwise examine products during and after processing to ensure conformance to standards. | 30Estimated | 45.0% | 8% | |
| Set temperature and time controls, light ovens, burners, driers, or roasters, and start equipment, such as conveyors, cylinders, blowers, driers, or pumps. | 70Estimated | 61.0% | 6% | |
| Observe flow of materials and listen for machine malfunctions, such as jamming or spillage, and notify supervisors if corrective actions fail. | 75Estimated | 63.0% | 8% | |
| Observe temperature, humidity, pressure gauges, and product samples and adjust controls, such as thermostats and valves, to maintain prescribed operating conditions for specific stages. | 87Estimated | 84.0% | 8% | |
| Test products for moisture content, using moisture meters. | 67Estimated | 76.0% | 3% | |
| Record production data, such as weight and amount of product processed, type of product, and time and temperature of processing. | 97Estimated | 88.0% | 5% | |
| Weigh or measure products, using scale hoppers or scale conveyors. | 80Estimated | 65.0% | 5% | |
| Clear or dislodge blockages in bins, screens, or other equipment, using poles, brushes, or mallets. | 15Estimated | 15.0% | 4% | |
| Operate or tend equipment that roasts, bakes, dries, or cures food items such as cocoa and coffee beans, grains, nuts, and bakery products. | 65Estimated | 59.0% | 10% | |
| Signal coworkers to synchronize flow of materials. | 72Estimated | 78.0% | 3% | |
| Start conveyors to move roasted grain to cooling pans and agitate grain with rakes as blowers force air through perforated bottoms of pans. | 40Estimated | 49.0% | 4% | |
| Open valves, gates, or chutes or use shovels to load or remove products from ovens or other equipment. | 45Estimated | 51.0% | 5% | |
| Read work orders to determine quantities and types of products to be baked, dried, or roasted. | 97Estimated | 88.0% | 4% | |
| Clean equipment with steam, hot water, and hoses. | 30Estimated | 45.0% | 5% | |
| Smooth out products in bins, pans, trays, or conveyors, using rakes or shovels. | 35Estimated | 47.0% | 4% | |
| Fill or remove product from trays, carts, hoppers, or equipment, using scoops, peels, or shovels, or by hand. | 35Estimated | 47.0% | 5% | |
| Install equipment, such as spray units, cutting blades, or screens, using hand tools. | 15Estimated | 15.0% | 3% | |
| Push racks or carts to transfer products to storage, cooling stations, or the next stage of processing. | 60Estimated | 57.0% | 5% | |
| Dump sugar dust from collectors into melting tanks and add water to reclaim sugar lost during processing. | 40Estimated | 49.0% | 2% |
Protective Factors
Total protective discount: 26.3%
Essential Soft Skills
Traits that are hard for AI to replicate
Wage & Employment (2024)
Median Wage
$42,730
per year
Mean Wage
$44,140
per year
Employment
20K
workers
Wage Range
$32,390 - $60,070
10th - 90th pct
Wage Distribution
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Recommendations
Skills to Develop
These skills are at risk from AI automation. Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders professionals should diversify beyond them.
- Reading Comprehension
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Information Ordering
High reliance on Information Ordering 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.
- Adaptability/Flexibility
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
- Social Perceptiveness
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
- Coordination
Coordination 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.
- 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.
- Monitoring
Monitoring 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.
- Writing
Writing 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