Chefs and Head Cooks
Direct and may participate in the preparation, seasoning, and cooking of salads, soups, fish, meats, vegetables, desserts, or other foods. May plan and price menu items, order supplies, and keep records and accounts.
AI Impact Summary
Chefs and Head Cooks faces moderate AI displacement risk with a score of 29/100. This occupation has higher AI displacement risk than 32% of all analyzed occupations. Of 21 analyzed tasks, 6 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 Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Reading Comprehension 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.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Negotiation is AI-resistant — strengthening this skill provides durable career protection.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Chefs and Head Cooks skill gaps, ranked by relevance to your displacement risk profile.
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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
Cybersecurity Fundamentals Path
by Pluralsight
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
21 tasks analyzed
Monitor sanitation practices to ensure that employees follow standards and regulations.
Check the quality of raw or cooked food products to ensure that standards are met.
Estimate amounts and costs of required supplies, such as food and ingredients.
Instruct cooks or other workers in the preparation, cooking, garnishing, or presentation of food.
Supervise or coordinate activities of cooks or workers engaged in food preparation.
Inspect supplies, equipment, or work areas to ensure conformance to established standards.
Order or requisition food or other supplies needed to ensure efficient operation.
Determine production schedules and staff requirements necessary to ensure timely delivery of services.
Check the quantity and quality of received products.
Determine how food should be presented and create decorative food displays.
Plan, direct, or supervise food preparation or cooking activities of multiple kitchens or restaurants in an establishment such as a restaurant chain, hospital, or hotel.
Coordinate planning, budgeting, or purchasing for all the food operations within establishments such as clubs, hotels, or restaurant chains.
Analyze recipes to assign prices to menu items, based on food, labor, and overhead costs.
Prepare and cook foods of all types, either on a regular basis or for special guests or functions.
Meet with sales representatives to negotiate prices or order supplies.
Recruit and hire staff, such as cooks and other kitchen workers.
Collaborate with other personnel to plan and develop recipes or menus, taking into account such factors as seasonal availability of ingredients or the likely number of customers.
Demonstrate new cooking techniques or equipment to staff.
Arrange for equipment purchases or repairs.
Meet with customers to discuss menus for special occasions, such as weddings, parties, or banquets.
Record production or operational data on specified forms.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Monitor sanitation practices to ensure that employees follow standards and regulations. | 52Estimated | 70.0% | 5% | |
| Check the quality of raw or cooked food products to ensure that standards are met. | 20Estimated | 35.0% | 8% | |
| Estimate amounts and costs of required supplies, such as food and ingredients. | 59.62Observed | 73.1% | 4% | |
| Instruct cooks or other workers in the preparation, cooking, garnishing, or presentation of food. | 64.05Observed | 40.6% | 6% | |
| Supervise or coordinate activities of cooks or workers engaged in food preparation. | 15Estimated | 21.0% | 10% | |
| Inspect supplies, equipment, or work areas to ensure conformance to established standards. | 52Estimated | 70.0% | 4% | |
| Order or requisition food or other supplies needed to ensure efficient operation. | 92Estimated | 86.0% | 4% | |
| Determine production schedules and staff requirements necessary to ensure timely delivery of services. | 90Estimated | 85.2% | 4% | |
| Check the quantity and quality of received products. | 57Estimated | 72.0% | 3% | |
| Determine how food should be presented and create decorative food displays. | 10Estimated | 13.0% | 5% | |
| Plan, direct, or supervise food preparation or cooking activities of multiple kitchens or restaurants in an establishment such as a restaurant chain, hospital, or hotel. | 60.45Observed | 39.2% | 5% | |
| Coordinate planning, budgeting, or purchasing for all the food operations within establishments such as clubs, hotels, or restaurant chains. | 60Estimated | 51.0% | 4% | |
| Analyze recipes to assign prices to menu items, based on food, labor, and overhead costs. | 64.22Observed | 74.9% | 3% | |
| Prepare and cook foods of all types, either on a regular basis or for special guests or functions. | 20Estimated | 17.0% | 15% | |
| Meet with sales representatives to negotiate prices or order supplies. | 20Estimated | 23.0% | 3% | |
| Recruit and hire staff, such as cooks and other kitchen workers. | 30Estimated | 27.0% | 3% | |
| Collaborate with other personnel to plan and develop recipes or menus, taking into account such factors as seasonal availability of ingredients or the likely number of customers. | 60Estimated | 51.0% | 5% | |
| Demonstrate new cooking techniques or equipment to staff. | 15Estimated | 21.0% | 3% | |
| Arrange for equipment purchases or repairs. | 87Estimated | 84.0% | 2% | |
| Meet with customers to discuss menus for special occasions, such as weddings, parties, or banquets. | 51.55Observed | 35.6% | 2% | |
| Record production or operational data on specified forms. | 38.32Observed | 64.5% | 2% |
Protective Factors
Total protective discount: 33.9%
Essential Soft Skills
Traits that are hard for AI to replicate
Wage & Employment (2024)
Median Wage
$60,990
per year
Mean Wage
$64,720
per year
Employment
182K
workers
Wage Range
$36,000 - $96,030
10th - 90th pct
Wage Distribution
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Recommendations
Skills to Develop
These skills are at risk from AI automation. Chefs and Head Cooks professionals should diversify beyond them.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Information Ordering
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Mathematics
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
- Reading Comprehension
Reading Comprehension 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.
- Coordination
Coordination is AI-resistant — strengthening this skill provides durable career protection.
- Social Perceptiveness
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
- Service Orientation
Service Orientation 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.
- Monitoring
Monitoring 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.
- Critical Thinking
Critical Thinking 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.
- Systems Analysis
Systems Analysis 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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