As of June 2026, Food Batchmakers has an AI-exposure score of 55/100 (Elevated exposure) on the AI-Safe Careers index, blending O*NET tasks, the Anthropic Economic Index, the Penn/OpenAI study, and BLS data. This is an estimate of task exposure, not a prediction of job loss.

AI Exposure Score for

Food Batchmakers

55/100
Elevated exposure
LowModerateElevatedHighVery High

More exposed than 49% of the roles we track. Median pay ~US$42,290. About 24,200 projected openings a year (BLS 2024–34 — growth plus replacement).

Pay & demand figures are US medians (BLS, in USD) — your local figures will differ. Your exposure score applies broadly.

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How you compare to similar Production roles

Food Batchmakers (you)
55
Fabric and Apparel Patternmakers
55
Machinists
55
Rolling Machine Setters, Operators, and Tenders, Metal and Plastic
55
Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic
55
Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic
55
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Your tasks, by AI exposure

Automatable
  • Record production and test data for each food product batch, such as the ingredients used, temperature, test results, and time cycle.
  • Give directions to other workers who are assisting in the batchmaking process.
Augmentable
  • Set up, operate, and tend equipment that cooks, mixes, blends, or processes ingredients in the manufacturing of food products, according to formulas or recipes.
  • Follow recipes to produce food products of specified flavor, texture, clarity, bouquet, or color.
  • Cool food product batches on slabs or in water-cooled kettles.
  • 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.
  • Mix or blend ingredients, according to recipes, using a paddle or an agitator, or by controlling vats that heat and mix ingredients.
  • Press switches and turn knobs to start, adjust, and regulate equipment, such as beaters, extruders, discharge pipes, and salt pumps.
  • Clean and sterilize vats and factory processing areas.
  • Test food product samples for moisture content, acidity level, specific gravity, or butter-fat content, and continue processing until desired levels are reached.
  • Examine, feel, and taste product samples during production to evaluate quality, color, texture, flavor, and bouquet, and document the results.
  • 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.
  • Determine mixing sequences, based on knowledge of temperature effects and of the solubility of specific ingredients.
  • Place products on carts or conveyors to transfer them to the next stage of processing.
  • Select and measure or weigh ingredients, using English or metric measures and balance scales.
  • Manipulate products, by hand or using machines, to separate, spread, knead, spin, cast, cut, pull, or roll products.
  • Observe and listen to equipment to detect possible malfunctions, such as leaks or plugging, and report malfunctions or undesirable tastes to supervisors.
  • Inspect vats after cleaning to ensure that fermentable residue has been removed.
Durable

No durable tasks identified for this role — its real, individually-assessed tasks consistently read as augmentable (90%).

Safer adjacent roles

Food Cooking Machine Operators and Tenders
80% skills overlap · Elevated exposure · ~US$41,590
57
Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders
72% skills overlap · Elevated exposure · ~US$44,810
54
Mixing and Blending Machine Setters, Operators, and Tenders
64% skills overlap · Elevated exposure · ~US$48,990
52
Bakers
56% skills overlap · Moderate exposure · ~US$37,160
48
Graders and Sorters, Agricultural Products
40% skills overlap · Moderate exposure · ~US$35,730
44
Cooling and Freezing Equipment Operators and Tenders
40% skills overlap · Elevated exposure · ~US$41,330
54
Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders
40% skills overlap · Elevated exposure · ~US$48,540
52

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Important: This is an estimate of AI exposure, not a prediction that your job will disappear. It is designed to help you understand how your role may change and improve your career resilience.