Cooks, Private Household
Prepare meals in private homes. Includes personal chefs.
AI Impact Summary
Cooks, Private Household faces low AI displacement risk with a score of 24/100. This occupation has higher AI displacement risk than 15% of all analyzed occupations. Of 13 analyzed tasks, 2 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.
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.
AI-Augmented Skills (7)
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.
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
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% |
Protective Factors
Total protective discount: 27.4%
Essential Soft Skills
Traits that are hard for AI to replicate
Wage & Employment (2024)
Median Wage
$44,530
per year
Mean Wage
$51,290
per year
Employment
900
workers
Wage Range
$38,240 - $92,480
10th - 90th pct
Wage Distribution
Explore other career paths
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Alternate Career Paths
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Recommendations
Skills to Develop
These skills are at risk from AI automation. Cooks, Private Household professionals should diversify beyond them.
- Information Ordering
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Reading Comprehension
Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
- Mathematics
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
- Mathematics
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
- Memorization
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Skills to Leverage
These human-centric skills remain difficult for AI to replicate. Double down here.
- Adaptability/Flexibility
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
- Leadership
Leadership is AI-resistant — strengthening this skill provides durable career protection.
- Manual Dexterity
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
- Service Orientation
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
- Social Perceptiveness
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Tools to Adopt
AI can amplify these skills. Learn the tools that augment rather than replace your work.
- Critical Thinking
Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Judgment and Decision Making
Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Monitoring
Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Active Learning
Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Writing
Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
Score History
Risk score over 2 scoring runs
overall change
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