Takeover Tracker
24%low risk

Cooks, Private Household

Prepare meals in private homes. Includes personal chefs.

Higher risk than 15% of occupations
Checking for existing plan...

How AI Impacts Each Task

13 tasks analyzed

Plan menus according to employers' needs and diet restrictions.

Risk: 59.0%AI: 80EstimatedTime: 5%

Stock, organize, and clean kitchens and cooking utensils.

Risk: 39.0%AI: 15EstimatedTime: 15%

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

Risk: 41.0%AI: 20EstimatedTime: 5%

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

Risk: 13.0%AI: 10EstimatedTime: 20%

Keep records pertaining to menus, finances, and other business-related issues.

Risk: 85.2%AI: 90EstimatedTime: 5%

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

Risk: 13.0%AI: 10EstimatedTime: 15%

Shop for or order food and kitchen supplies and equipment.

Risk: 73.2%AI: 59.92ObservedTime: 8%

Specialize in preparing fancy dishes or food for special diets.

Risk: 11.0%AI: 5EstimatedTime: 5%

Direct the operation and organization of kitchens and all food-related activities, including the presentation and serving of food.

Risk: 19.0%AI: 10EstimatedTime: 5%

Create and explore new cuisines.

Risk: 55.0%AI: 70EstimatedTime: 3%

Serve meals and snacks to employing families and their guests.

Risk: 19.0%AI: 10EstimatedTime: 5%

Plan and prepare food for parties, holiday meals, luncheons, special functions, and other social events.

Risk: 47.0%AI: 50EstimatedTime: 5%

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

Risk: 11.0%AI: 5EstimatedTime: 4%

Skill Impact Analysis

AI-Vulnerable Skills (6)

Information Ordering5%

High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Reading Comprehension10%

Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Mathematics10%

Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Mathematics10%

Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Programming15%

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/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Leadership88%

Leadership is AI-resistant — strengthening this skill provides durable career protection.

Manual Dexterity80%

Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.

Service Orientation82%

Service Orientation is AI-resistant — strengthening this skill provides durable career protection.

Social Perceptiveness90%

Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Persuasion80%

Persuasion is AI-resistant — strengthening this skill provides durable career protection.

Complex Problem Solving75%

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

DataCampbeginner

SQL Fundamentals Skill Track

by DataCamp

21 hours$25/mo4.7Certificate
Addresses vulnerability: Information Ordering

Estimated Impact

-6.9pt risk+$2K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Courserabeginner

Google UX Design Professional Certificate

by Google

~5 months$49/mo4.8Certificate
Enhances AI augmentation: Critical Thinking

Estimated Impact

-4.8pt risk+$2K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Courseraintermediate

Leading People and Teams Specialization

by University of Michigan

~6 weeks$49/mo4.7Certificate
Strengthens resilience: Leadership

Estimated Impact

-3.7pt risk+$3K/yr salary

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.

Score History

Risk score over 2 scoring runs

+0.2

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

Less than High School4%
High School Diploma29%
Some College33%
Post-Secondary Certificate17%
Associate's Degree17%

Prior Experience Needed

Work experience required to enter this job

None10%
3-6 months10%
6 months - 1 year10%
1-2 years33%
2-4 years24%
4-6 years14%

Training Provided After Hiring

How long it typically takes to learn on the job

None23%
Up to 1 month14%
1-3 months23%
3-6 months9%
6 months - 1 year18%
1-2 years9%
4-6 years5%

Related News

Recent articles about AI affecting this occupation

1 articles

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.

r/singularityApr 17

Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis