AITakeover Tracker
47%medium risk

Counter Attendants, Cafeteria, Food Concession, and Coffee Shop

Serve food to diners at counter or from a steam table.

Higher risk than 94% of occupations

AI Impact Summary

Counter Attendants, Cafeteria, Food Concession, and Coffee Shop faces moderate AI displacement risk with a score of 47/100. This occupation has higher AI displacement risk than 94% of all analyzed occupations. Of 17 analyzed tasks, 5 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)

Information Ordering5%

Information Ordering 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.

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.

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.

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.

Manual Dexterity80%

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

AI-Augmented Skills (7)

Critical ThinkingJudgment and Decision MakingMonitoringWritingActive LearningSystems AnalysisTechnology Design

Recommended Courses

Courses matched to Counter Attendants, Cafeteria, Food Concession, and Coffee Shop 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

-6.6pt risk

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Pluralsightbeginner

Cybersecurity Fundamentals Path

by Pluralsight

30 hours$29/mo4.5Certificate
Enhances AI augmentation: Monitoring

Estimated Impact

-4.7pt risk

Strengthen Your Edge

Double down on skills AI can't replicate

Coursera

Inspired Leadership Through Emotional Intelligence

by Case Western Reserve University

32 hours$49/mo4.8Certificate
Strengthens resilience: Adaptability/Flexibility

Estimated Impact

-3.7pt risk

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 School40%
High School Diploma33%
Some College13%
Post-Secondary Certificate1%
Associate's Degree9%
Level 114%

Prior Experience Needed

Work experience required to enter this job

None62%
Up to 1 month18%
1-3 months4%
3-6 months1%
6 months - 1 year2%
2-4 years13%

Training Provided After Hiring

How long it typically takes to learn on the job

None23%
Up to 1 month54%
1-3 months10%
3-6 months13%

How AI Impacts Each Task

17 tasks analyzed

Scrub and polish counters, steam tables, and other equipment, and clean glasses, dishes, and fountain equipment.

Risk: 45.0%AI: 30EstimatedTime: 8%

Prepare bills for food, using cash registers, calculators, or adding machines, and accept payment or make change.

Risk: 87.2%AI: 95EstimatedTime: 12%

Take customers' orders and write ordered items on tickets, giving ticket stubs to customers when needed to identify filled orders.

Risk: 87.2%AI: 95EstimatedTime: 12%

Perform cleaning duties such as sweeping, mopping, and washing dishes, to keep equipment and facilities sanitary.

Risk: 53.0%AI: 50EstimatedTime: 8%

Balance receipts and payments in cash registers.

Risk: 87.2%AI: 95EstimatedTime: 3%

Serve food, beverages, or desserts to customers in such settings as take-out counters of restaurants or lunchrooms, business or industrial establishments, hotel rooms, and cars.

Risk: 51.0%AI: 45EstimatedTime: 10%

Cook food or prepare food items, such as sandwiches, salads, and ice cream dishes, using standard formulas or following directions.

Risk: 59.2%AI: 65.48ObservedTime: 10%

Serve salads, vegetables, meat, breads, and cocktails, ladle soups and sauces, portion desserts, and fill beverage cups and glasses.

Risk: 47.0%AI: 35EstimatedTime: 6%

Brew coffee and tea, and fill containers with requested beverages.

Risk: 61.0%AI: 70EstimatedTime: 6%

Set up dining areas for meals and clear them following meals.

Risk: 49.0%AI: 40EstimatedTime: 4%

Carve meat.

Risk: 45.0%AI: 30EstimatedTime: 2%

Add relishes and garnishes to food orders, according to instructions.

Risk: 47.0%AI: 35EstimatedTime: 3%

Order items needed to replenish supplies.

Risk: 86.0%AI: 92EstimatedTime: 3%

Wrap menu item such as sandwiches, hot entrees, and desserts for serving or for takeout.

Risk: 47.0%AI: 35EstimatedTime: 5%

Deliver orders to kitchens, and pick up and serve food when it is ready.

Risk: 55.0%AI: 55EstimatedTime: 3%

Replenish foods at serving stations.

Risk: 49.0%AI: 40EstimatedTime: 3%

Arrange reservations for patrons of dining establishments.

Risk: 72.9%AI: 59.2ObservedTime: 2%

Protective Factors

Total protective discount: 25.1%

Essential Soft Skills

Traits that are hard for AI to replicate

DependabilityStress ToleranceAdaptability/FlexibilityIntegritySelf ControlCooperationAttention to DetailInitiativeIndependenceSocial OrientationConcern for OthersPersistence
Career Planning

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Recommendations

Skills to Develop

These skills are at risk from AI automation. Counter Attendants, Cafeteria, Food Concession, and Coffee Shop professionals should diversify beyond them.

  • Information Ordering

    Information Ordering 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.

  • 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.

  • 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.

  • 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.

  • Coordination

    Coordination 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.

  • Writing

    Writing 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.

Score History

Risk score over 2 scoring runs

+3.5

overall change

Checking for existing plan...