Cooks, Private Household
Prepare meals in private homes. Includes personal chefs.
How AI Impacts Each Task
13 tasks analyzed
Plan menus according to employers' needs and diet restrictions.
Stock, organize, and clean kitchens and cooking utensils.
Cool, package, label, and freeze foods for later consumption and provide instructions for reheating.
Peel, wash, trim, and cook vegetables and meats, and bake breads and pastries.
Keep records pertaining to menus, finances, and other business-related issues.
Prepare meals in private homes according to employers' recipes or tastes, handling all meals for the family and possibly for other household staff.
Shop for or order food and kitchen supplies and equipment.
Specialize in preparing fancy dishes or food for special diets.
Direct the operation and organization of kitchens and all food-related activities, including the presentation and serving of food.
Create and explore new cuisines.
Serve meals and snacks to employing families and their guests.
Plan and prepare food for parties, holiday meals, luncheons, special functions, and other social events.
Travel with employers to vacation homes to provide meal preparation at those locations.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Plan menus according to employers' needs and diet restrictions. | 80Estimated | 59.0% | 5% | |
| Stock, organize, and clean kitchens and cooking utensils. | 15Estimated | 39.0% | 15% | |
| Cool, package, label, and freeze foods for later consumption and provide instructions for reheating. | 20Estimated | 41.0% | 5% | |
| Peel, wash, trim, and cook vegetables and meats, and bake breads and pastries. | 10Estimated | 13.0% | 20% | |
| Keep records pertaining to menus, finances, and other business-related issues. | 90Estimated | 85.2% | 5% | |
| Prepare meals in private homes according to employers' recipes or tastes, handling all meals for the family and possibly for other household staff. | 10Estimated | 13.0% | 15% | |
| Shop for or order food and kitchen supplies and equipment. | 59.92Observed | 73.2% | 8% | |
| Specialize in preparing fancy dishes or food for special diets. | 5Estimated | 11.0% | 5% | |
| Direct the operation and organization of kitchens and all food-related activities, including the presentation and serving of food. | 10Estimated | 19.0% | 5% | |
| Create and explore new cuisines. | 70Estimated | 55.0% | 3% | |
| Serve meals and snacks to employing families and their guests. | 10Estimated | 19.0% | 5% | |
| Plan and prepare food for parties, holiday meals, luncheons, special functions, and other social events. | 50Estimated | 47.0% | 5% | |
| Travel with employers to vacation homes to provide meal preparation at those locations. | 5Estimated | 11.0% | 4% |
Skill Impact Analysis
AI-Vulnerable Skills (6)
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
AI-Resistant Skills (11)
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Recommended Courses
Courses matched to Cooks, Private Household skill gaps, ranked by relevance to your displacement risk profile.
Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.
Upskill to Reduce Risk
Courses addressing your most AI-vulnerable skills
SQL Fundamentals Skill Track
by DataCamp
Estimated Impact
AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Google UX Design Professional Certificate
by Google
Estimated Impact
Strengthen Your Edge
Double down on skills AI can't replicate
Leading People and Teams Specialization
by University of Michigan
Estimated Impact
We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.
Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.
Alternate Career Paths
See all transitionsAdvertising and Promotions Managers
31%Higher risk than 43% of other occupations
Bakers
37%Median salary: $36,650
Higher risk than 71% of other occupations
Chefs and Head Cooks
29%Median salary: $60,990
Higher risk than 32% of other occupations
Chief Executives
26%Higher risk than 23% of other occupations
Computer and Information Systems Managers
31%Higher risk than 45% of other occupations
General and Operations Managers
28%Higher risk than 29% of other occupations
Marketing Managers
30%Higher risk than 38% of other occupations
Sales Managers
25%Higher risk than 20% of other occupations
Score History
Risk score over 2 scoring runs
overall change
Education & Training
Percentage of workers at each education and training level
Education Level
Prior Experience Needed
Work experience required to enter this job
Training Provided After Hiring
How long it typically takes to learn on the job
Related News
Recent articles about AI affecting this occupation

X Square Teases New AI Humanoid Robot for Domestic Labor
Robotics firm X Square is launching a new humanoid robot designed specifically for domestic labor. The upcoming release threatens to disrupt the gig economy and domestic service sectors by automating household tasks.
Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis