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Automation Risk Analysis

Will “Pizza Maker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #601 of 702. Estimated risk: 94.0%

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AI Exposure Risk

35%

“Pizza Maker” 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 35% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

38%

“Pizza Maker” 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 38% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Cooks, Short Order, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Prepare and cook to order a variety of foods that require only a short preparation time. May take orders from customers and serve patrons at counters or tables.

Avg. Annual Salary $35,660
Avg. Hourly Wage $17.14
Available Jobs (US) 150,420
Job Title & Hierarchy Code (SOC) Cooks, Short Order #35-2015
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Cooks, Short Order”

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Related Occupations & Automation Risk

First-Line Supervisors of Food Preparation and Serving Workers

AI Risk 49%
Robot Risk 49%

Chefs and Head Cooks

AI Risk 48%
Robot Risk 51%

Food Servers, Nonrestaurant

AI Risk 48%
Robot Risk 47%

Fast Food and Counter Workers

AI Risk 46%
Robot Risk 38%

Food Preparation Workers

AI Risk 45%
Robot Risk 42%

Cooks, Private Household

AI Risk 44%
Robot Risk 45%

Core Skills & Abilities

  • Perform general cleaning activities in kitchen and dining areas.

  • Plan work on orders so that items served together are finished at the same time.

  • Take orders from customers and cook foods requiring short preparation times, according to customer requirements.

  • Restock kitchen supplies, rotate food, and stamp the time and date on food in coolers.

  • Complete orders from steam tables, placing food on plates and serving customers at tables or counters.

  • Clean food preparation equipment, work areas, and counters or tables.

  • Order supplies and stock them on shelves.

  • Grill and garnish hamburgers or other meats, such as steaks and chops.

  • Grill, cook, and fry foods such as french fries, eggs, and pancakes.

  • Perform food preparation tasks, such as making sandwiches, carving meats, making soups or salads, baking breads or desserts, and brewing coffee or tea.

  • Accept payments, and make change or write charge slips as necessary.

Technologies & Software

  • RestaurantPlus PRO
  • Foodman Home-Delivery
  • Plexis Software Plexis POS
  • Point of sale POS software
  • Flippy (Miso Robotics)
  • Gemini for Workspace
  • Aldelo Systems Aldelo for Restaurants Pro
  • Inventory control software
  • ChatGPT (OpenAI)
  • Toast AI
  • Commercial dishwashers
  • Vegetable brushes
  • Ice-making machines
  • Bakers' peels
  • Hand scanners
  • Mixers
  • Broilers
  • Fruit zesters
  • Steam kettles
  • Commercial microwave ovens
  • Knife sharpeners
  • Kitchen tongs
  • Deep fat fryers
  • Touch screen monitors
  • Boning knives
  • Cappuccino makers
  • Serrated blade knives
  • Handheld calculators
  • Commercial coffeemakers
  • Melon ballers
  • Dry or liquid measuring cups
  • Electric stoves
  • Slicing machines
  • Colanders
  • Personal computers
  • Cash registers
  • Portion scales
  • Convection ovens
  • Graters
  • Food processors
  • Juice dispensers
  • Gas stoves
  • Pizza ovens
  • Steamers
  • Grills
  • Blenders
  • Carbonated beverage dispensers
  • Sifters
  • Electric ovens
  • Instant-read pocket thermometers
  • Point of sale POS computer terminals
  • Toasters
  • Steam tables
  • Waffle makers
  • Desktop computers
  • Vegetable peelers
  • Hot dog cookers
  • Soft-serve ice cream machines
  • Apple corers
  • Milkshake and smoothie machines
  • Strainers
  • Chefs' knives
  • Rolling pins
  • Gas ovens
  • Meat slicers
  • Paring knives
  • Double boilers

Alternative Job Titles