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Automation Risk Analysis

Will “Culinary Worker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #508 of 702. Estimated risk: 87.0%

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AI Exposure Risk

45%

“Culinary Worker” 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 45% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

42%

“Culinary Worker” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 42% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Food Preparation Workers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Perform a variety of food preparation duties other than cooking, such as preparing cold foods and shellfish, slicing meat, and brewing coffee or tea.

Avg. Annual Salary $33,940
Avg. Hourly Wage $16.32
Available Jobs (US) 888,770
Job Title & Hierarchy Code (SOC) Food Preparation Workers #35-2021
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Food Preparation Workers”

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Core Skills & Abilities

  • Use manual or electric appliances to clean, peel, slice, and trim foods.

  • Prepare a variety of foods, such as meats, vegetables, or desserts, according to customers' orders or supervisors' instructions, following approved procedures.

  • Carry food supplies, equipment, and utensils to and from storage and work areas.

  • Butcher and clean fowl, fish, poultry, and shellfish to prepare for cooking or serving.

  • Operate cash register, handle money, and give correct change.

  • Store food in designated containers and storage areas to prevent spoilage.

  • Receive and store food supplies, equipment, and utensils in refrigerators, cupboards, and other storage areas.

  • Assist cooks and kitchen staff with various tasks as needed, and provide cooks with needed items.

  • Package take-out foods or serve food to customers.

  • Distribute menus to hospital patients, collect diet sheets, and deliver food trays and snacks to nursing units or directly to patients.

  • Stir and strain soups and sauces.

  • Add cutlery, napkins, food, and other items to trays on assembly lines in hospitals, cafeterias, airline kitchens, and similar establishments.

  • Keep records of the quantities of food used.

  • Remove trash and clean kitchen garbage containers.

  • Assemble meal trays with foods in accordance with patients' diets.

  • Weigh or measure ingredients.

  • Wash, peel, and cut various foods, such as fruits and vegetables, to prepare for cooking or serving.

  • Portion and wrap food, or place it directly on plates for service to patrons.

  • Inform supervisors when equipment is not working properly and when food and supplies are getting low, and order needed items.

  • Take and record temperature of food and food storage areas, such as refrigerators and freezers.

  • Make special dressings and sauces as condiments for sandwiches.

  • Distribute food to waiters and waitresses to serve to customers.

  • Cut, slice or grind meat, poultry, and seafood to prepare for cooking.

  • Mix ingredients for green salads, molded fruit salads, vegetable salads, and pasta salads.

  • Place food trays over food warmers for immediate service, or store them in refrigerated storage cabinets.

  • Load dishes, glasses, and tableware into dishwashing machines.

  • Clean and sanitize work areas, equipment, utensils, dishes, or silverware.

  • Scrape leftovers from dishes into garbage containers.

  • Vacuum dining area and sweep and mop kitchen floor.

  • Stock cupboards and refrigerators, and tend salad bars and buffet meals.

  • Prepare and serve a variety of beverages, such as coffee, tea, and soft drinks.

Technologies & Software

  • Gemini for Workspace
  • EGS CALCMENU
  • Master Cook Deluxe Professional Cook
  • Culinary Software Services ChefTec
  • ChatGPT (OpenAI)
  • Microsoft Office software
  • Barrington Software CookenPro Commercial
  • Flippy (Miso Robotics)
  • ValuSoft MasterCook
  • Toast AI
  • CBORD NetRecipe
  • CBORD Foodservice Suite
  • iPro
  • Recipe software
  • Quizlet
  • MicroBlast Recipe Wizard for Windows
  • Mealmaster Cookbook Wizard
  • YouTube
  • Microsoft Excel
  • Tomato slicers
  • Mixing machines
  • Commercial ranges
  • Choppers
  • Electric meat grinders
  • Ice machines
  • Frozen custard machines
  • Pizza ovens
  • Dough mixers
  • Oriental ranges
  • Dishwashing machines
  • Toasters
  • Commercial cooking ovens
  • Point of sale POS interface scales
  • Cotton candy machines
  • Point of sale POS systems
  • Belt conveyors
  • Bread slicers
  • Personal computers
  • Roasting equipment
  • Commercial microwave ovens
  • Pressureless steamers
  • Charbroilers
  • Measuring utensils
  • Snow cone machines
  • Steam tables
  • Commercial dishwashers
  • Knives
  • Electronic chicken rotisseries
  • Thermal label printing scales
  • Combination slicers/electronic portion scales
  • Blenders
  • Food processors
  • Milkshake and smoothie machines
  • Popcorn machines
  • Electric meat and cheese slicers
  • Frozen drink machines
  • Soda machines
  • Brick ovens
  • Espresso machines
  • Dicers
  • Soft-serve ice cream machines
  • Electric fryers
  • Griddles
  • Coffee grinders
  • Cappuccino machines
  • Grills
  • Coffee brewing machines
  • Food scales
  • Drink dispensers
  • Commercial stand mixers