Takeover 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
Checking for existing plan...

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%

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.

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.

Score History

Risk score over 2 scoring runs

+3.5

overall change

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%

Related News

Recent articles about AI affecting this occupation

5 articles

Taco Bell tests AI-arranged digital menu boards to drive fast-food growth

Yum Brands is deploying AI to dynamically arrange digital menu boards at Taco Bell locations. The fast-food giant is using automation to optimize customer ordering and streamline restaurant operations.

Restaurant Diveyesterday

Fast Food Chains Deploy ChatGPT Apps, Shifting Customer Service Dynamics

Major restaurant brands are building custom AI experiences directly into their customer-facing platforms. This aggressive push into automated engagement signals a long-term reduction in reliance on human customer service and order-taking staff.

Ad Age3d ago

Starbucks' ChatGPT Ordering Fail Proves Barista Jobs Are Safe For Now

Early tests of Starbucks' new ChatGPT-powered ordering system resulted in botched custom drink requests and frustrating user experiences. The AI's inability to handle basic modifications highlights the enduring need for human workers.

The Verge AIApr 21

Samsung and McDonald's Test Humanoid Robots in Retail

Samsung launched a test store to show off AI powered in store technology. In China, McDonalds has put humanoid robots in restaurants.

CX TodayApr 20

AI Surveillance Tech Now Monitoring Fast Food Drive-Thru Workers

Lee's Famous Recipe Chicken is beta-testing AI systems to monitor employee and customer interactions at pickup windows. This expands fast-food automation from order-taking to direct surveillance of human worker performance.

Restaurant DiveApr 17

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