AITakeover Tracker
45%medium risk

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.

Higher risk than 92% of occupations

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)

Information Ordering5%

High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Reading Comprehension10%

High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Mathematics10%

Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Programming15%

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/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Leadership88%

Leadership is AI-resistant — strengthening this skill provides durable career protection.

Manual Dexterity80%

Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Social Perceptiveness90%

Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

Service Orientation82%

Service Orientation is AI-resistant — strengthening this skill provides durable career protection.

Instructing75%

Instructing is AI-resistant — strengthening this skill provides durable career protection.

AI-Augmented Skills (7)

MonitoringCritical ThinkingWritingJudgment and Decision MakingActive LearningSystems AnalysisTechnology Design

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

DataCampbeginner

SQL Fundamentals Skill Track

by DataCamp

21 hours$25/mo4.7Certificate
Addresses vulnerability: Information Ordering

Estimated Impact

-7.6pt risk+$2K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Pluralsightbeginner

Cybersecurity Fundamentals Path

by Pluralsight

30 hours$29/mo4.5Certificate
Enhances AI augmentation: Monitoring

Estimated Impact

-4.9pt risk+$2K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Courseraintermediate

Leading People and Teams Specialization

by University of Michigan

~6 weeks$49/mo4.7Certificate
Strengthens resilience: Leadership

Estimated Impact

-3.6pt risk+$2K/yr salary

We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.

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

Less than High School12%
High School Diploma86%
Post-Secondary Certificate2%

Prior Experience Needed

Work experience required to enter this job

None47%
Up to 1 month18%
1-3 months6%
3-6 months3%
6 months - 1 year10%
1-2 years14%
2-4 years4%

Training Provided After Hiring

How long it typically takes to learn on the job

None9%
Up to 1 month37%
1-3 months20%
3-6 months7%
6 months - 1 year21%
2-4 years5%

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.

Risk: 86.0%AI: 92EstimatedTime: 4%

Follow recipes to produce food products of specified flavor, texture, clarity, bouquet, or color.

Risk: 59.7%AI: 66.85ObservedTime: 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.

Risk: 53.9%AI: 52.18ObservedTime: 11%

Mix or blend ingredients, according to recipes, using a paddle or an agitator, or by controlling vats that heat and mix ingredients.

Risk: 61.0%AI: 70EstimatedTime: 8%

Clean and sterilize vats and factory processing areas.

Risk: 57.0%AI: 60EstimatedTime: 5%

Select and measure or weigh ingredients, using English or metric measures and balance scales.

Risk: 59.0%AI: 65EstimatedTime: 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.

Risk: 63.0%AI: 75EstimatedTime: 5%

Turn valve controls to start equipment and to adjust operation to maintain product quality.

Risk: 65.0%AI: 80EstimatedTime: 4%

Grade food products according to government regulations or according to type, color, bouquet, and moisture content.

Risk: 84.0%AI: 87EstimatedTime: 2%

Press switches and turn knobs to start, adjust, and regulate equipment, such as beaters, extruders, discharge pipes, and salt pumps.

Risk: 63.0%AI: 75EstimatedTime: 4%

Test food product samples for moisture content, acidity level, specific gravity, or butter-fat content, and continue processing until desired levels are reached.

Risk: 86.0%AI: 92EstimatedTime: 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.

Risk: 57.0%AI: 75EstimatedTime: 4%

Observe gauges and thermometers to determine if the mixing chamber temperature is within specified limits, and turn valves to control the temperature.

Risk: 88.0%AI: 97EstimatedTime: 4%

Inspect vats after cleaning to ensure that fermentable residue has been removed.

Risk: 53.0%AI: 50EstimatedTime: 2%

Observe and listen to equipment to detect possible malfunctions, such as leaks or plugging, and report malfunctions or undesirable tastes to supervisors.

Risk: 59.0%AI: 80EstimatedTime: 3%

Examine, feel, and taste product samples during production to evaluate quality, color, texture, flavor, and bouquet, and document the results.

Risk: 39.0%AI: 30EstimatedTime: 4%

Determine mixing sequences, based on knowledge of temperature effects and of the solubility of specific ingredients.

Risk: 55.0%AI: 70EstimatedTime: 3%

Inspect and pack the final product.

Risk: 67.0%AI: 85EstimatedTime: 3%

Manipulate products, by hand or using machines, to separate, spread, knead, spin, cast, cut, pull, or roll products.

Risk: 61.0%AI: 70EstimatedTime: 3%

Give directions to other workers who are assisting in the batchmaking process.

Risk: 29.0%AI: 35EstimatedTime: 3%

Operate refining machines to reduce the particle size of cooked batches.

Risk: 63.0%AI: 75EstimatedTime: 2%

Formulate or modify recipes for specific kinds of food products.

Risk: 48.4%AI: 53.37ObservedTime: 2%

Place products on carts or conveyors to transfer them to the next stage of processing.

Risk: 65.0%AI: 80EstimatedTime: 2%

Cool food product batches on slabs or in water-cooled kettles.

Risk: 63.0%AI: 75EstimatedTime: 2%

Homogenize or pasteurize material to prevent separation or to obtain prescribed butterfat content, using a homogenizing device.

Risk: 69.0%AI: 90EstimatedTime: 2%

Protective Factors

Total protective discount: 26.1%

Essential Soft Skills

Traits that are hard for AI to replicate

DependabilityAttention to DetailCooperationIntegritySelf ControlStress TolerancePersistenceIndependenceInitiativeAchievement/EffortAdaptability/FlexibilityAnalytical Thinking

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

$30,850Median: $40,790$57,800
Career Planning

Explore other career paths

Compare displacement risk across occupations and find careers with stronger long-term prospects.

Alternate Career Paths

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Higher risk than 72% of other occupations

Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders

39%
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Median salary: $49,500

Higher risk than 78% of other occupations

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

43%
Medium Risk

Median salary: $42,730

Higher risk than 87% of other occupations

Mixing and Blending Machine Setters, Operators, and Tenders

44%
Medium Risk

Median salary: $47,680

Higher risk than 90% of other occupations

Food Cooking Machine Operators and Tenders

45%
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Median salary: $40,550

Higher risk than 92% of other occupations

Packaging and Filling Machine Operators and Tenders

47%
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Median salary: $40,900

Higher risk than 95% of other occupations

Machine Feeders and Offbearers

51%
High Risk

Median salary: $39,700

Higher risk than 98% of other occupations

Logging Equipment Operators

20%
Low Risk

Higher risk than 7% of other occupations

Fallers

24%
Low Risk

Higher risk than 17% of other occupations

Log Graders and Scalers

46%
Medium Risk

Higher risk than 93% of other occupations

Agricultural Workers, All Other

Logging Workers, All Other

Carpenters

Subscribed — always updated

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

+2.0

overall change

Checking for existing plan...