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.
Food Batchmakers
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.
How you compare to similar Production roles
Your tasks, by AI exposure
- 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.
- 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.
No durable tasks identified for this role — its real, individually-assessed tasks consistently read as augmentable (90%).
Safer adjacent roles
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