Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders

Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders

AI Risk Score60%Mid Risk

The 60% risk score reflects the overall automation risk of your profession on a scale of 0–100. The higher the score, the more likely parts of your role could be handled by AI, increasing efficiency, but also raising the possibility of job disruption. Nearly all jobs include tasks that are automatable to some degree.

In this role, you operate or tend food or tobacco roasting, baking, or drying equipment, including hearth ovens, kiln driers, roasters, char kilns, and vacuum drying equipment. Your job is considered Mid Risk for AI automation.

Below is your job's AI vulnerability profile with detailed breakdowns of tasks, knowledge areas, skills, and abilities. Each item includes AI risk scores and importance ratings to help you prioritize what to focus on. Plus, explore the technology section to see what tools and software you'll likely encounter in this role.

You're already ahead of the curve by checking your risk and exploring your options. This project goes beyond one role, we’re building a global job warning system to help everyone stay ahead of AI. By supporting our research, you’ll unlock your full job profile, including detailed risk breakdowns, trend alerts, and priority access to new research. Supporting our research not only gives you deeper insights into your own role, it helps us keep this project alive for millions of others navigating the future of work, but don't worry, if you are not ready to support us, we provide enough free insights to get you started.

In the meantime explore the sections below, and don't miss the What to do next? section for practical steps you can start today.

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On the job, you would

On-the-job activities and responsibilities that define your role. Each task is analyzed for automation potential and contributes to your overall AI risk assessment.

9/19
Evaluate quality of food ingredients or prepared foods.4.58

Evaluating food quality involves sensory skills and human judgment, which are difficult for AI to automate completely.

Monitor instruments to ensure proper production conditions.4.36Risk

Monitoring instruments is a task that can be largely automated with AI systems, though human oversight ensures proper adjustments.

Operate cooking, baking, or other food preparation equipment.4.17Risk

Operating food preparation equipment is a task that can be largely automated, though human oversight ensures quality and safety.

Operate pumping systems or equipment.4.57Risk

Operating pumping systems is a mechanical task that can be automated, as AI can control and monitor these systems efficiently.

Notify others of equipment repair or maintenance needs.4.36

Notifying supervisors of equipment issues involves human communication and judgment, which is less automatable.

Record operational or production data.4.34Risk

Recording production data is highly automatable, as AI can easily log and manage data entries.

Measure dimensions of completed products or workpieces to verify conformance to specifications.4.33Risk

Measuring product dimensions for quality control can be automated using sensors and AI systems.

Read work orders or other instructions to determine product specifications or materials requirements.4.05Risk

Reading work orders requires comprehension and decision-making, which can be partially automated but still needs human oversight.

Collect samples of materials or products for testing.4.58Risk

Collecting product samples for testing involves physical handling and judgment, making it moderately automatable.

Advanced Problem AnalysisRisk
Strategic Decision ImplementationRisk
Complex System OptimizationRisk

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Knowledge

Theoretical knowledge and understanding required for your position. Knowledge areas are evaluated for AI replacement likelihood and factor into your risk score.

4/8

Customer and Personal Service

2.06Risk

This domain includes both routine customer service tasks (automatable) and personal interaction needs (less automatable), with AI likely to handle 60% of potential automation in the next five years.

Production and Processing

3.58Risk

Production and Processing involve repetitive, structured tasks that AI can automate efficiently, such as quality control, data analysis, and workflow management.

Food Production

3.04Risk

Food Production involves repetitive tasks like harvesting, sorting, and packaging, which AI can automate with robotics and computer vision, though complex decision-making in agriculture remains partially human-dependent.

Mechanical

2.21Risk

Mechanical tasks involve both routine (e.g., simulation, design) and complex (e.g., physical intuition, creative problem-solving) elements, with AI capable of automating data-driven aspects but limited in handling novel, non-repetitive challenges.

Advanced Analytics

Risk

Machine Learning

Risk

Predictive Modeling

Risk

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Skills

Practical abilities and competencies you need to perform your job effectively. Skills are assessed for automation vulnerability and help determine your AI risk level.

9/27

Reading Comprehension

3.12

Active Listening

3.12

Writing

2.88

Speaking

3

Critical Thinking

3.12

Active Learning

2.5

Learning Strategies

2.5

Monitoring

3.5

Social Perceptiveness

3

Advanced Problem Solving

Collapsed
Strategic Decision Making
Risk
Complex Analysis
Risk
Critical Thinking
Risk

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Abilities

Innate and learned capabilities that enable you to succeed in your role. Abilities are analyzed for AI replication potential and contribute to your overall risk assessment.

9/42

Oral Comprehension

3.12Risk

Oral comprehension involves nuanced understanding of speech, context, and tone, which AI is advancing but not yet fully automated in complex real-world scenarios.

Written Comprehension

2.75Risk

Written comprehension involves tasks like text analysis, summarization, and question-answering, which AI already excels at through advanced NLP models. These capabilities are likely to be fully automated within 5 years.

Oral Expression

3Risk

Oral Expression involves complex, context-dependent communication that requires nuance, adaptability, and real-time interaction, which current AI systems struggle to fully replicate, though some aspects like script generation may be automated.

Written Expression

3Risk

Written Expression involves nuanced understanding, creativity, and context, which AI can partially replicate but not fully, limiting automation potential in complex or original tasks.

Fluency of Ideas

2.12

Fluency of Ideas involves complex, context-dependent creativity and adaptability that current AI lacks, even with advancements in generative models.

Originality

2.12

Originality requires creative insight and novel synthesis of ideas, which AI currently lacks, though it may generate novel content based on patterns rather than true originality.

Problem Sensitivity

3.25

Problem Sensitivity requires nuanced judgment, contextual understanding, and adaptability, which current AI systems lack. While AI can analyze data, true problem sensitivity involves human intuition, ethics, and creativity.

Deductive Reasoning

2.88Risk

AI excels in structured deductive tasks but may struggle with complex, context-dependent reasoning requiring human intuition.

Inductive Reasoning

2.75Risk

Inductive reasoning involves pattern recognition and generalization, which AI already excels at through machine learning, with further advancements likely to enhance this capability in the next five years.

Critical Thinking

Risk

Complex Problem Solving

Risk

Strategic Planning

Risk

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Technology Used

Tools, software, and technological systems you use in your work.

1/2
Electronic mail software
Advanced AI Tools
Machine Learning Platforms
Predictive Analytics Software

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Expert Insights

Expert comments on the job, click on the expert to see their answers.

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What to do next?

Your job faces a moderate automation threat. A few timely moves can put you back in the safe zone. Choose your strategy below:

Recommended for Mid Risk:

  • • Upskill: Develop skills that complement AI rather than compete with it
  • • Use AI: Master AI tools to increase your efficiency and value
  • • Pivot Smart: Consider transitioning to roles that require human judgment and creativity
  • • Stay Alert: Get notified of industry changes that could affect your role

Each tab contains curated resources designed to help you take the next step. More resources will be added over time.

Frequently Asked Questions

Based on our analysis, a Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders has a 60% AI risk score, which is considered mid risk. While some tasks in this role may be automated, the profession as a whole is moderately vulnerable from complete replacement. The key is understanding which specific aspects of your job are most vulnerable, some of which are shown on this page.

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