Occupation baseline · Research consensus
Will AI replace Chefs and Head Cooks?
Baseline AI displacement risk for Chefs and Head Cooks, aggregated from 5 research sources.
What this score means
Chefs and Head Cooks leans toward the safer end for Hospitality. Parts of the role touch tasks AI is getting good at, but the core still depends on hands on work or judgment that resists automation. At 29 out of 100 it scores 5 points above the Hospitality average of 24. Across the 5 sources behind this baseline, individual estimates run from 14 to 48, so the score is a weighted consensus rather than any single figure.
The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works
What this job actually involves
Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Chefs and Head Cooks, most central first, showing 12 of 21.
- 01Monitor sanitation practices to ensure that employees follow standards and regulations.
- 02Instruct cooks or other workers in the preparation, cooking, garnishing, or presentation of food.
- 03Supervise or coordinate activities of cooks or workers engaged in food preparation.
- 04Order or requisition food or other supplies needed to ensure efficient operation.
- 05Inspect supplies, equipment, or work areas to ensure conformance to established standards.
- 06Check the quantity and quality of received products.
- 07Check the quality of raw or cooked food products to ensure that standards are met.
- 08Estimate amounts and costs of required supplies, such as food and ingredients.
- 09Coordinate planning, budgeting, or purchasing for all the food operations within establishments such as clubs, hotels, or restaurant chains.
- 10Analyze recipes to assign prices to menu items, based on food, labor, and overhead costs.
- 11Plan, direct, or supervise food preparation or cooking activities of multiple kitchens or restaurants in an establishment such as a restaurant chain, hospital, or hotel.
- 12Determine how food should be presented and create decorative food displays.
Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.
The research behind this score
This baseline aggregates 5 research sources that scored Chefs and Head Cooks for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.
- 01Anthropic Economic Index 2026 - AI Task Exposure · 2026Anthropic
- 02Global Automation Atlas: Task Substitution Exposure by Occupation · 2026Garg, Crosta, Baier (2026), arXiv:2605.17086
- 03Working with AI: Measuring the Applicability of Generative AI to Occupations · 2025Tomlinson, Jaffe et al., Microsoft Research (2025)
- 04GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024Eloundou, Manning, Mishkin, Rock (Science, 2024)
- 05AI Occupational Exposure to Language Modeling · 2023Felten, Raj, Seamans (2023)
Common questions
- How likely is AI to replace Chefs and Head Cooks?
- Published research puts Chefs and Head Cooks at 29 out of 100 for AI displacement risk, in the lower risk band. The number is a weighted consensus of 5 research sources and describes the typical version of the role, not any individual.
- Do researchers agree on the risk for Chefs and Head Cooks?
- Only partly. Individual estimates for Chefs and Head Cooks run from 14 to 48 out of 100 across the 5 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.
- Which hospitality roles face similar AI exposure?
- The closest published hospitality roles to Chefs and Head Cooks by score are Cooks, Fast Food (29/100), First-Line Supervisors of Food Preparation and Serving Workers (30/100), and Waiters and Waitresses (27/100). Each has its own page with the research behind its number.
Also covers
Baker · Banquet Chef · Bread and Pastry Baker · Cake Froster · Cake Icer · Cake Maker · Cake Mixer · Certified Executive Chef (CEC) and related titles
Estimated displacement window
The dated estimate for this role is included in the full personalised report.
Your number is not the baseline
Seniority, sector, and how much of your day is routine all shift the score. Answer a few questions and get your personal risk score free, no signup.
Get my personal scoreFree · No credit card · No signup
More hospitality occupations
- First-Line Supervisors of Food Preparation and Serving Workers30/100
- Cooks, Fast Food29/100
- Waiters and Waitresses27/100
- Cooks, Restaurant26/100
- Fast Food and Counter Workers26/100
- Baristas24/100
- Cooks, Private Household24/100
- Food Preparation Workers22/100
Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.