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Automation Risk Analysis

Will “Back of House Team Member (BOH Team Member)” be Automated?

Historical Context: Oxford Study (2013)

Ranked #641 of 702. Estimated risk: 96.0%

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AI Exposure Risk

38%

“Back of House Team Member (BOH Team Member)” 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 38% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

46%

“Back of House Team Member (BOH Team Member)” 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 46% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Cooks, Restaurant, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Prepare, season, and cook dishes such as soups, meats, vegetables, or desserts in restaurants. May order supplies, keep records and accounts, price items on menu, or plan menu.

Avg. Annual Salary $37,730
Avg. Hourly Wage $18.14
Available Jobs (US) 1,452,130
Job Title & Hierarchy Code (SOC) Cooks, Restaurant #35-2014
Wage vs. National Median
ℹ️

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

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Core Skills & Abilities

  • Butcher and dress animals, fowl, or shellfish, or cut and bone meat prior to cooking.

  • Season and cook food according to recipes or personal judgment and experience.

  • Keep records and accounts.

  • Carve and trim meats such as beef, veal, ham, pork, and lamb for hot or cold service, or for sandwiches.

  • Consult with supervisory staff to plan menus, taking into consideration factors such as costs and special event needs.

  • Portion, arrange, and garnish food, and serve food to waiters or patrons.

  • Prepare relishes and hors d'oeuvres.

  • Ensure food is stored and cooked at correct temperature by regulating temperature of ovens, broilers, grills, and roasters.

  • Inspect and clean food preparation areas, such as equipment, work surfaces, and serving areas, to ensure safe and sanitary food-handling practices.

  • Coordinate and supervise work of kitchen staff.

  • Turn or stir foods to ensure even cooking.

  • Wash, peel, cut, and seed fruits and vegetables to prepare them for consumption.

  • Ensure freshness of food and ingredients by checking for quality, keeping track of old and new items, and rotating stock.

  • Observe and test foods to determine if they have been cooked sufficiently, using methods such as tasting, smelling, or piercing them with utensils.

  • Weigh, measure, and mix ingredients according to recipes or personal judgment, using various kitchen utensils and equipment.

  • Substitute for or assist other cooks during emergencies or rush periods.

  • Bake breads, rolls, cakes, and pastries.

  • Bake, roast, broil, and steam meats, fish, vegetables, and other foods.

  • Estimate expected food consumption, requisition or purchase supplies, or procure food from storage.

  • Plan and price menu items.

Technologies & Software

  • Food safety labeling systems
  • Facebook
  • Toast AI
  • Point of sale POS restaurant software
  • Recipe cost control software
  • Microsoft Word
  • Microsoft Excel
  • Microsoft Office software
  • Flippy (Miso Robotics)
  • Microsoft Outlook
  • Gemini for Workspace
  • ChatGPT (OpenAI)
  • Menu planning software
  • Inventory management software
  • Food slicing machines
  • Fryers
  • Cimeter knives
  • Point of sale POS computer terminals
  • Meat and cheese slicing machines
  • Paring knives
  • Grinders
  • Charbroilers
  • Gas grills
  • Boning knives
  • Rotisserie ovens
  • Smoking cabinets
  • Pasta cookers
  • Food steamers
  • Meat saws
  • Conveyor ovens
  • Commercial microwave ovens
  • Salamander ovens
  • Rotating rack ovens
  • Griddles
  • Wok ranges
  • Filet knives
  • Pizza ovens
  • Blenders
  • Utility cutlery
  • Convection ovens
  • Chefs' knives
  • Personal computers