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Automation Risk Analysis

Will “Formula Mixer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #385 of 702. Estimated risk: 70.0%

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AI Exposure Risk

44%

“Formula Mixer” will probably not be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 44% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

58%

“Formula Mixer” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 58% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Food Batchmakers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Set up and operate equipment that mixes or blends ingredients used in the manufacturing of food products. Includes candy makers and cheese makers.

Avg. Annual Salary $42,830
Avg. Hourly Wage $20.59
Available Jobs (US) 171,660
Job Title & Hierarchy Code (SOC) Food Batchmakers #51-3092
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Food Batchmakers”

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Core Skills & Abilities

  • Inspect and pack the final product.

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

  • Clean and sterilize vats and factory processing areas.

  • Record production and test data for each food product batch, such as the ingredients used, temperature, test results, and time cycle.

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

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

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

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

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

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

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

  • 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.

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

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

  • 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.

  • 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.

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

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

  • Formulate or modify recipes for specific kinds of food products.

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

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

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

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

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

Technologies & Software

  • Microsoft Office software
  • ABB AI Robotics
  • Edible Software
  • Siemens Industrial AI
  • Cognex Vision AI
  • Rockwell Automation AI
  • Plex Systems Plex Manufacturing Cloud
  • Sight Machine AI
  • Metered transfer pumps
  • Liquid filling machines
  • Cream beaters
  • Kettle dollies
  • Vibrating tables
  • Evaporators
  • Deep-fry cookers
  • Cooling tables
  • Tilting commercial cooking kettles
  • Flour milling machines
  • Sausage machines
  • Commercial use homogenizers
  • Candy cookers
  • Extruders
  • Balance scales
  • Ball mills
  • Heating tables
  • Steam-cooking vats
  • Commercial cream separators
  • Cheese presses
  • Cheese vats
  • Torque wrenches
  • Sizers
  • Cooker mixers
  • Vacuum packagers
  • Cheese cutters
  • Revolving pan depositors
  • Cheese finishing tables
  • Food sterilizing machines
  • Kettle lifters
  • Agitators
  • Meat tenderizing tools
  • Beaters
  • Digital kitchen thermometers
  • Depositing pumps
  • Commercial induction cookers
  • Chocolate melters
  • Dough processing machines
  • Ice cream machines
  • Meat cutting machines
  • Food broilers
  • Roller cutters
  • Injector pumps
  • Centrifugal clarifiers
  • Microwave drying machines
  • Water-cooled kettles
  • Levelers
  • Food heating cabinets
  • Candy stoves

Alternative Job Titles