Food Batchmakers
Set up and operate equipment that mixes or blends ingredients used in the manufacturing of food products. Includes candy makers and cheese makers.
AI Impact Summary
Food Batchmakers faces moderate AI displacement risk with a score of 45/100. This occupation has higher AI displacement risk than 92% of all analyzed occupations. Of 25 analyzed tasks, 4 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 Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Mathematics 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.
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.
Leadership 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.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Food Batchmakers skill gaps, ranked by relevance to your displacement risk profile.
Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.
Upskill to Reduce Risk
Courses addressing your most AI-vulnerable skills
SQL Fundamentals Skill Track
by DataCamp
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AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Cybersecurity Fundamentals Path
by Pluralsight
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Strengthen Your Edge
Double down on skills AI can't replicate
Leading People and Teams Specialization
by University of Michigan
Estimated Impact
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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
25 tasks analyzed
Record production and test data for each food product batch, such as the ingredients used, temperature, test results, and time cycle.
Follow recipes to produce food products of specified flavor, texture, clarity, bouquet, or color.
Set up, operate, and tend equipment that cooks, mixes, blends, or processes ingredients in the manufacturing of food products, according to formulas or recipes.
Mix or blend ingredients, according to recipes, using a paddle or an agitator, or by controlling vats that heat and mix ingredients.
Clean and sterilize vats and factory processing areas.
Select and measure or weigh ingredients, using English or metric measures and balance scales.
Fill processing or cooking containers, such as kettles, rotating cookers, pressure cookers, or vats, with ingredients, by opening valves, by starting pumps or injectors, or by hand.
Turn valve controls to start equipment and to adjust operation to maintain product quality.
Grade food products according to government regulations or according to type, color, bouquet, and moisture content.
Press switches and turn knobs to start, adjust, and regulate equipment, such as beaters, extruders, discharge pipes, and salt pumps.
Test food product samples for moisture content, acidity level, specific gravity, or butter-fat content, and continue processing until desired levels are reached.
Modify cooking and forming operations based on the results of sampling processes, adjusting time cycles and ingredients to achieve desired qualities, such as firmness or texture.
Observe gauges and thermometers to determine if the mixing chamber temperature is within specified limits, and turn valves to control the temperature.
Inspect vats after cleaning to ensure that fermentable residue has been removed.
Observe and listen to equipment to detect possible malfunctions, such as leaks or plugging, and report malfunctions or undesirable tastes to supervisors.
Examine, feel, and taste product samples during production to evaluate quality, color, texture, flavor, and bouquet, and document the results.
Determine mixing sequences, based on knowledge of temperature effects and of the solubility of specific ingredients.
Inspect and pack the final product.
Manipulate products, by hand or using machines, to separate, spread, knead, spin, cast, cut, pull, or roll products.
Give directions to other workers who are assisting in the batchmaking process.
Operate refining machines to reduce the particle size of cooked batches.
Formulate or modify recipes for specific kinds of food products.
Place products on carts or conveyors to transfer them to the next stage of processing.
Cool food product batches on slabs or in water-cooled kettles.
Homogenize or pasteurize material to prevent separation or to obtain prescribed butterfat content, using a homogenizing device.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Record production and test data for each food product batch, such as the ingredients used, temperature, test results, and time cycle. | 92Estimated | 86.0% | 4% | |
| Follow recipes to produce food products of specified flavor, texture, clarity, bouquet, or color. | 66.85Observed | 59.7% | 9% | |
| Set up, operate, and tend equipment that cooks, mixes, blends, or processes ingredients in the manufacturing of food products, according to formulas or recipes. | 52.18Observed | 53.9% | 11% | |
| Mix or blend ingredients, according to recipes, using a paddle or an agitator, or by controlling vats that heat and mix ingredients. | 70Estimated | 61.0% | 8% | |
| Clean and sterilize vats and factory processing areas. | 60Estimated | 57.0% | 5% | |
| Select and measure or weigh ingredients, using English or metric measures and balance scales. | 65Estimated | 59.0% | 6% | |
| Fill processing or cooking containers, such as kettles, rotating cookers, pressure cookers, or vats, with ingredients, by opening valves, by starting pumps or injectors, or by hand. | 75Estimated | 63.0% | 5% | |
| Turn valve controls to start equipment and to adjust operation to maintain product quality. | 80Estimated | 65.0% | 4% | |
| Grade food products according to government regulations or according to type, color, bouquet, and moisture content. | 87Estimated | 84.0% | 2% | |
| Press switches and turn knobs to start, adjust, and regulate equipment, such as beaters, extruders, discharge pipes, and salt pumps. | 75Estimated | 63.0% | 4% | |
| Test food product samples for moisture content, acidity level, specific gravity, or butter-fat content, and continue processing until desired levels are reached. | 92Estimated | 86.0% | 3% | |
| Modify cooking and forming operations based on the results of sampling processes, adjusting time cycles and ingredients to achieve desired qualities, such as firmness or texture. | 75Estimated | 57.0% | 4% | |
| Observe gauges and thermometers to determine if the mixing chamber temperature is within specified limits, and turn valves to control the temperature. | 97Estimated | 88.0% | 4% | |
| Inspect vats after cleaning to ensure that fermentable residue has been removed. | 50Estimated | 53.0% | 2% | |
| Observe and listen to equipment to detect possible malfunctions, such as leaks or plugging, and report malfunctions or undesirable tastes to supervisors. | 80Estimated | 59.0% | 3% | |
| Examine, feel, and taste product samples during production to evaluate quality, color, texture, flavor, and bouquet, and document the results. | 30Estimated | 39.0% | 4% | |
| Determine mixing sequences, based on knowledge of temperature effects and of the solubility of specific ingredients. | 70Estimated | 55.0% | 3% | |
| Inspect and pack the final product. | 85Estimated | 67.0% | 3% | |
| Manipulate products, by hand or using machines, to separate, spread, knead, spin, cast, cut, pull, or roll products. | 70Estimated | 61.0% | 3% | |
| Give directions to other workers who are assisting in the batchmaking process. | 35Estimated | 29.0% | 3% | |
| Operate refining machines to reduce the particle size of cooked batches. | 75Estimated | 63.0% | 2% | |
| Formulate or modify recipes for specific kinds of food products. | 53.37Observed | 48.4% | 2% | |
| Place products on carts or conveyors to transfer them to the next stage of processing. | 80Estimated | 65.0% | 2% | |
| Cool food product batches on slabs or in water-cooled kettles. | 75Estimated | 63.0% | 2% | |
| Homogenize or pasteurize material to prevent separation or to obtain prescribed butterfat content, using a homogenizing device. | 90Estimated | 69.0% | 2% |
Protective Factors
Total protective discount: 26.1%
Essential Soft Skills
Traits that are hard for AI to replicate
Wage & Employment (2024)
Median Wage
$40,790
per year
Mean Wage
$42,830
per year
Employment
172K
workers
Wage Range
$30,850 - $57,800
10th - 90th pct
Wage Distribution
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Recommendations
Skills to Develop
These skills are at risk from AI automation. Food Batchmakers professionals should diversify beyond them.
- Information Ordering
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Reading Comprehension
High reliance on Reading Comprehension 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.
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.
- Leadership
Leadership is AI-resistant — strengthening this skill provides durable career protection.
- Manual Dexterity
Manual Dexterity 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.
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.
- Writing
Writing 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.
- 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