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Automation Risk Analysis

Will “Vegetable Cook” be Automated?

Historical Context: Oxford Study (2013)

Ranked #641 of 702. Estimated risk: 96.0%

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AI Exposure Risk

38%

“Vegetable Cook” 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%

“Vegetable Cook” 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

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

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

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

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

  • Coordinate and supervise work of kitchen staff.

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

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

  • Plan and price menu items.

  • Bake breads, rolls, cakes, and pastries.

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

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

  • Keep records and accounts.

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

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

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

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

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

  • Prepare relishes and hors d'oeuvres.

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

  • Turn or stir foods to ensure even cooking.

Technologies & Software

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