Somewhat Resilient

Last Update: 10/7/2026

AI Resilience Score for Cooks, Private Household:

46.5%

Median Score

Meaningful human contribution

Med

Long-term employer demand

Med

Sustained economic opportunity

Low

Our confidence in this score:
Medium

Methodology and Scoring Rationale

To score how resilient private household cooking is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from five AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, and OpenAI Signals. We call this dimension Meaningful Human Contribution (MHC) and weight it at 40%.

Next, whether employers will keep hiring for this job over the long term. This dimension, which we call Long-term Employer Demand (LTE), is calculated from BLS data and weighted at 30%.

Last, whether pay and mobility will hold up. We use wage bill and adaptive capacity data from independent researchers (Althoff & Reichardt, 2026; Manning & Aguirre, 2026). We call this dimension Sustained Economic Opportunity (SEO) and weight it at 30%.

For private household cooks, seven of eight sources had data, with Anthropic missing. AI exposure was split: AI Resilience Model and OpenAI Signals saw the hands-on cooking as firmly human, while Microsoft rated it more exposed. That disagreement, combined with low economic opportunity signals from Wage Bill and Adaptive Capacity, holds confidence at medium and lands this career at "Somewhat Resilient."

AI Resilience Report forCooks, Private Household

$47,940 median salary•5,000 annual openings•SOC Code: 35-2013.00

Cooks, Private Household are somewhat less resilient to AI impacts than most occupations, according to our analysis of 7 sources.

This career is labeled "Somewhat Resilient" because AI is already changing a meaningful chunk of the work, specifically the planning and admin side, like menu creation, grocery ordering, allergen tracking, and budgeting, but the hands-on cooking itself remains very human. Robots that can cook at home are still early and expensive, and wealthy families who hire private cooks are paying record-high wages because they want someone with real culinary skill, cultural knowledge, and personal trust.

Learn more about how you can thrive in this position

This role is somewhat resilient

This career is labeled "Somewhat Resilient" because AI is already changing a meaningful chunk of the work, specifically the planning and admin side, like menu creation, grocery ordering, allergen tracking, and budgeting, but the hands-on cooking itself remains very human. Robots that can cook at home are still early and expensive, and wealthy families who hire private cooks are paying record-high wages because they want someone with real culinary skill, cultural knowledge, and personal trust.

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Analysis of current AI resilience

Cooks, Private Household

Updated quarterly

Your move

How can Cooks, Private Household prepare for AI?

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Latest AI news for Cooks, Private Household

These articles highlight how AI is reshaping the "Cooks, Private Household" career. For instance, "How AI Is Taking Over Our Kitchens" showcases cooking robots that can assist in meal preparation, allowing human cooks to focus on creativity and personalization. Meanwhile, "Will AI Replace Cook, Private Household Jobs?" emphasizes that while AI can aid in meal planning, the essence of cooking—creativity and moral judgment—remains human. Embracing AI tools can enhance efficiency and innovation in cooking, making a resilient career path for aspiring private household cooks.

More Career Info

Career: Cooks, Private Household

They prepare and cook meals for families or individuals in their homes, making sure the food is tasty and meets dietary preferences.

Employment & Wage Data

Median Wage

$47,940

Jobs (2025)

35,400

Growth (2025-35)

+5.1%

Annual Openings

5,000

Education

Postsecondary nondegree award

Experience

Less than 5 years

Source: Bureau of Labor Statistics, Employment Projections 2025-2035

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

97% ResilienceSupplemental

Travel with employers to vacation homes to provide meal preparation at those locations.

2

95% ResilienceCore Task

Prepare meals in private homes according to employers' recipes or tastes, handling all meals for the family and possibly for other household staff.

3

94% ResilienceCore Task

Peel, wash, trim, and cook vegetables and meats, and bake breads and pastries.

4

94% ResilienceCore Task

Serve meals and snacks to employing families and their guests.

5

93% ResilienceCore Task

Specialize in preparing fancy dishes or food for special diets.

6

92% ResilienceCore Task

Stock, organize, and clean kitchens and cooking utensils.

7

91% ResilienceCore Task

Cool, package, label, and freeze foods for later consumption and provide instructions for reheating.

Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

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