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Automation Risk Analysis

Will “Private Chef” be Automated?

Historical Context: Oxford Study (2013)

Ranked #169 of 702. Estimated risk: 10.0%

Directly assessed by researchers as unlikely to be automatable
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AI Exposure Risk

48%

“Private Chef” 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 48% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

51%

“Private Chef” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 51% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Chefs and Head Cooks, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Direct and may participate in the preparation, seasoning, and cooking of salads, soups, fish, meats, vegetables, desserts, or other foods. May plan and price menu items, order supplies, and keep records and accounts.

Avg. Annual Salary $64,720
Avg. Hourly Wage $31.11
Available Jobs (US) 182,320
Job Title & Hierarchy Code (SOC) Chefs and Head Cooks #35-1011
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Chefs and Head Cooks”

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Related Occupations & Automation Risk

First-Line Supervisors of Food Preparation and Serving Workers

AI Risk 49%
Robot Risk 49%

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%

Dining Room and Cafeteria Attendants and Bartender Helpers

AI Risk 43%
Robot Risk 45%

Core Skills & Abilities

  • Order or requisition food or other supplies needed to ensure efficient operation.

  • Determine production schedules and staff requirements necessary to ensure timely delivery of services.

  • Estimate amounts and costs of required supplies, such as food and ingredients.

  • Monitor sanitation practices to ensure that employees follow standards and regulations.

  • Collaborate with other personnel to plan and develop recipes or menus, taking into account such factors as seasonal availability of ingredients or the likely number of customers.

  • Inspect supplies, equipment, or work areas to ensure conformance to established standards.

  • Meet with customers to discuss menus for special occasions, such as weddings, parties, or banquets.

  • Arrange for equipment purchases or repairs.

  • Coordinate planning, budgeting, or purchasing for all the food operations within establishments such as clubs, hotels, or restaurant chains.

  • Plan, direct, or supervise food preparation or cooking activities of multiple kitchens or restaurants in an establishment such as a restaurant chain, hospital, or hotel.

  • Check the quality of raw or cooked food products to ensure that standards are met.

  • Record production or operational data on specified forms.

  • Meet with sales representatives to negotiate prices or order supplies.

  • Supervise or coordinate activities of cooks or workers engaged in food preparation.

  • Recruit and hire staff, such as cooks and other kitchen workers.

  • Determine how food should be presented and create decorative food displays.

  • Demonstrate new cooking techniques or equipment to staff.

  • Prepare and cook foods of all types, either on a regular basis or for special guests or functions.

  • Check the quantity and quality of received products.

  • Instruct cooks or other workers in the preparation, cooking, garnishing, or presentation of food.

  • Analyze recipes to assign prices to menu items, based on food, labor, and overhead costs.

Technologies & Software

  • Delphi Technology
  • ChatGPT (OpenAI)
  • EGS CALCMENU
  • Menu planning software
  • Flippy (Miso Robotics)
  • Google Sheets
  • Barrington Software CookenPro Commercial
  • Toast AI
  • Microsoft PowerPoint
  • Enggist & Grandjean EGS F&B Control
  • GroupMe
  • ReServe Interactive
  • Axxya Systems Nutritionist Pro
  • IPro Restaurant Inventory, Recipe & Menu Software
  • GNOME Gnutrition
  • Microsoft Excel
  • Email software
  • Microsoft Outlook
  • Culinary Software Services ChefTec
  • Facebook
  • ADP eTIME
  • Microsoft Word
  • Internet browser software
  • CostGuard
  • Microsoft Office software
  • Nutrition analysis software
  • Gemini for Workspace
  • SoftCafe MenuPro
  • Sage MAS 90 ERP
  • Pressurized steam cookers
  • Cappuccino makers
  • Blenders
  • Mixers
  • Food shredders
  • Food dicers
  • Box graters
  • Bread slicers
  • Mandolines
  • Conveyer ovens
  • Electric ovens
  • Apple corers
  • Gas-powered deep-fat fryers
  • Fire suppression blankets
  • Melon ballers
  • Kitchen tongs
  • Kitchen fire extinguishers
  • Rice cookers
  • Carbonated beverage dispensers
  • Plane graters
  • Boning knives
  • Cake decorating tools
  • Fruit zesters
  • Food smokers
  • Gas ovens
  • Gas stoves
  • Parisian cutters
  • Commercial coffee grinders
  • Meat slicers
  • Ice shaving or crushing equipment
  • Food processors
  • Hot dog cookers
  • Chefs' knives
  • Paring knives
  • Commercial microwave ovens
  • Refrigerator thermometers
  • Juice dispensers
  • Infrared heat lamps
  • Blast chillers
  • Bone saws
  • Sieves
  • Vegetable peelers
  • Cream whippers
  • Personal computers
  • Pasta machines
  • Strainers
  • Electric deep-fat fryers
  • Steam tables
  • Electric stoves
  • Steam kettles
  • Instant-read pocket thermometers
  • Toasters
  • Knife sharpeners
  • Garbage compactors
  • Commercial dishwashers
  • Meat grinders
  • Braziers
  • Vegetable brushes
  • Sifters
  • Ice-making machines
  • Griddles
  • Commercial coffeemakers
  • Desktop computers
  • Serrated blade knives
  • Woks
  • Broilers
  • Pizza ovens
  • Portion scales
  • Oyster knives
  • Salamanders
  • Rotisserie units
  • Kitchen shears
  • Waffle makers
  • Grills
  • Rolling pins
  • Juice extractors
  • Convection ovens
  • Laptop computers
  • Dry or liquid measuring cups
  • Meat thermometers
  • Double boilers
  • Slicing machines

Alternative Job Titles