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Automation Risk Analysis

Will “Hotel and Restaurant Baker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #441 of 702. Estimated risk: 81.0%

Directly assessed by researchers as likely automatable
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AI Exposure Risk

11%

“Hotel and Restaurant Baker” will almost certainly 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 11% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

37%

“Hotel and Restaurant Baker” 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 37% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Cooks, Fast Food, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Prepare and cook food in a fast food restaurant with a limited menu. Duties of these cooks are limited to preparation of a few basic items and normally involve operating large-volume single-purpose cooking equipment.

Avg. Annual Salary $31,140
Avg. Hourly Wage $14.97
Available Jobs (US) 668,230
Job Title & Hierarchy Code (SOC) Cooks, Fast Food #35-2011
Wage vs. National Median
ℹ️

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

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Core Skills & Abilities

  • Clean food preparation areas, cooking surfaces, and utensils.

  • Cook and package batches of food, such as hamburgers or fried chicken, prepared to order or kept warm until sold.

  • Clean, stock, and restock workstations and display cases.

  • Prepare specialty foods, such as pizzas, fish and chips, sandwiches, or tacos, following specific methods that usually require short preparation time.

  • Prepare and serve beverages, such as coffee or fountain drinks.

  • Prepare dough, following recipe.

  • Cook the exact number of items ordered by each customer, working on several different orders simultaneously.

  • Take food and drink orders and receive payment from customers.

  • Schedule activities and equipment use with managers, using information about daily menus to help coordinate cooking times.

  • Wash, cut, and prepare foods designated for cooking.

  • Measure ingredients required for specific food items.

  • Pre-cook items, such as bacon, to prepare them for later use.

  • Operate large-volume cooking equipment, such as grills, deep-fat fryers, or griddles.

  • Serve orders to customers at windows, counters, or tables.

  • Read food order slips or receive verbal instructions as to food required by patron, and prepare and cook food according to instructions.

  • Order and take delivery of supplies.

  • Maintain sanitation, health, and safety standards in work areas.

  • Mix ingredients, such as pancake or waffle batters.

  • Verify that prepared food meets requirements for quality and quantity.

Technologies & Software

  • Plexis Software Plexis POS
  • Microsoft Outlook
  • Toast AI
  • Gemini for Workspace
  • Flippy (Miso Robotics)
  • ChatGPT (OpenAI)
  • RestaurantPlus PRO
  • Foodman Home-Delivery
  • Aldelo Systems Aldelo for Restaurants Pro
  • Microsoft Excel
  • Microsoft Word
  • Point of sale POS software
  • Deep fat fryers
  • Slicing machines
  • Hot dog cookers
  • Convection ovens
  • Food scales
  • Mixers
  • Milkshake and smoothie machines
  • Pizza ovens
  • Point of sale POS computer terminals
  • Bakers' peels
  • Cash registers
  • Touch screen monitors
  • Ice-making machines
  • Cappuccino makers
  • Electric ovens
  • Commercial coffeemakers
  • Restaurant food processors
  • Food warmers
  • Grills
  • Gas ovens
  • Intercom systems
  • Chefs' knives
  • Carbonated beverage dispensers
  • Restaurant blenders
  • Soft-serve ice cream machines
  • Juice dispensers
  • Griddles