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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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Record production or operational data on specified forms.

  • 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.

  • Demonstrate new cooking techniques or equipment to staff.

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

  • Check the quantity and quality of received products.

  • Arrange for equipment purchases or repairs.

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

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

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

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

Technologies & Software

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

Alternative Job Titles