AITakeover Tracker
34%medium risk

Cooks, Short Order

Prepare and cook to order a variety of foods that require only a short preparation time. May take orders from customers and serve patrons at counters or tables.

Higher risk than 61% of occupations

AI Impact Summary

Cooks, Short Order faces moderate AI displacement risk with a score of 34/100. This occupation has higher AI displacement risk than 61% of all analyzed occupations. Of 11 analyzed tasks, 3 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)

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.

Information Ordering5%

Information Ordering 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.

Mathematics10%

Mathematics 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.

Service Orientation82%

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

Coordination70%

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

Manual Dexterity80%

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

Social Perceptiveness90%

Social Perceptiveness 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.

Persuasion80%

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

AI-Augmented Skills (7)

Critical ThinkingMonitoringActive LearningJudgment and Decision MakingWritingTechnology DesignSystems Analysis

Recommended Courses

Courses matched to Cooks, Short Order 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

Courserabeginner

Google Technical Writing

by Google

12 hoursFree4.7Certificate
Addresses vulnerability: Reading Comprehension

Estimated Impact

-6.4pt 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

-4.7pt 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+$2K/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.

Education & Training

Percentage of workers at each education and training level

Education Level

Less than High School34%
High School Diploma55%
Post-Secondary Certificate11%
Associate's Degree1%

Prior Experience Needed

Work experience required to enter this job

None46%
Up to 1 month3%
1-3 months1%
3-6 months8%
6 months - 1 year7%
1-2 years20%
2-4 years1%
4-6 years14%

Training Provided After Hiring

How long it typically takes to learn on the job

None14%
Up to 1 month47%
1-3 months9%
3-6 months5%
6 months - 1 year19%
2-4 years6%

How AI Impacts Each Task

11 tasks analyzed

Clean food preparation equipment, work areas, and counters or tables.

Risk: 43.0%AI: 25EstimatedTime: 8%

Perform food preparation tasks, such as making sandwiches, carving meats, making soups or salads, baking breads or desserts, and brewing coffee or tea.

Risk: 51.0%AI: 45EstimatedTime: 15%

Perform general cleaning activities in kitchen and dining areas.

Risk: 49.0%AI: 40EstimatedTime: 5%

Restock kitchen supplies, rotate food, and stamp the time and date on food in coolers.

Risk: 47.0%AI: 35EstimatedTime: 5%

Grill, cook, and fry foods such as french fries, eggs, and pancakes.

Risk: 31.9%AI: 57.15ObservedTime: 15%

Plan work on orders so that items served together are finished at the same time.

Risk: 74.4%AI: 62.88ObservedTime: 7%

Take orders from customers and cook foods requiring short preparation times, according to customer requirements.

Risk: 36.0%AI: 52.5ObservedTime: 10%

Grill and garnish hamburgers or other meats, such as steaks and chops.

Risk: 21.0%AI: 30EstimatedTime: 15%

Complete orders from steam tables, placing food on plates and serving customers at tables or counters.

Risk: 53.0%AI: 50EstimatedTime: 10%

Order supplies and stock them on shelves.

Risk: 75.2%AI: 65EstimatedTime: 5%

Accept payments, and make change or write charge slips as necessary.

Risk: 88.0%AI: 97EstimatedTime: 5%

Protective Factors

Total protective discount: 26.7%

Essential Soft Skills

Traits that are hard for AI to replicate

DependabilitySelf ControlCooperationStress ToleranceAttention to DetailInitiativeAdaptability/FlexibilityIntegrityConcern for OthersIndependenceAchievement/EffortPersistence

Wage & Employment (2024)

Median Wage

$35,620

per year

Mean Wage

$35,660

per year

Employment

150K

workers

Wage Range

$23,770 - $46,010

10th - 90th pct

Wage Distribution

$23,770Median: $35,620$46,010
Career Planning

Explore other career paths

Compare displacement risk across occupations and find careers with stronger long-term prospects.

Alternate Career Paths

See all transitions

Cooks, Restaurant

32%
Medium Risk

Median salary: $36,830

Higher risk than 48% of other occupations

Waiters and Waitresses

34%
Medium Risk

Median salary: $33,760

Higher risk than 61% of other occupations

Dining Room and Cafeteria Attendants and Bartender Helpers

34%
Medium Risk

Median salary: $32,670

Higher risk than 62% of other occupations

Food Preparation Workers

37%
Medium Risk

Median salary: $34,220

Higher risk than 71% of other occupations

Meat, Poultry, and Fish Cutters and Trimmers

38%
Medium Risk

Median salary: $37,700

Higher risk than 74% of other occupations

Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop

40%
Medium Risk

Median salary: $30,380

Higher risk than 79% of other occupations

Combined Food Preparation and Serving Workers, Including Fast Food

43%
Medium Risk

Higher risk than 89% of other occupations

Food Servers, Nonrestaurant

44%
Medium Risk

Median salary: $34,460

Higher risk than 90% of other occupations

Cooks, Fast Food

46%
Medium Risk

Median salary: $30,160

Higher risk than 93% of other occupations

Counter Attendants, Cafeteria, Food Concession, and Coffee Shop

47%
Medium Risk

Higher risk than 94% of other occupations

Sales Managers

25%
Medium Risk

Higher risk than 20% of other occupations

Chief Executives

26%
Medium Risk

Higher risk than 23% of other occupations

General and Operations Managers

28%
Medium Risk

Higher risk than 29% of other occupations

Marketing Managers

30%
Medium Risk

Higher risk than 38% of other occupations

Advertising and Promotions Managers

31%
Medium Risk

Higher risk than 43% of other occupations

Computer and Information Systems Managers

31%
Medium Risk

Higher risk than 45% of other occupations

Subscribed — always updated

Recommendations

Skills to Develop

These skills are at risk from AI automation. Cooks, Short Order professionals should diversify beyond them.

  • 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.

  • Information Ordering

    Information Ordering 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.

  • Mathematics

    Mathematics 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.

  • Service Orientation

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

  • Coordination

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

  • Manual Dexterity

    Manual Dexterity 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.

  • 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.

  • 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.

  • 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

+3.0

overall change

Checking for existing plan...

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