Takeover 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
Checking for existing plan...

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%

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.

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.

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Score History

Risk score over 2 scoring runs

+2.0

overall change

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%

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Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis