Takeover Tracker
43%medium risk

Combined Food Preparation and Serving Workers, Including Fast Food

Perform duties which combine preparing and serving food and nonalcoholic beverages.

Higher risk than 89% of occupations
Checking for existing plan...

How AI Impacts Each Task

22 tasks analyzed

Communicate with customers regarding orders, comments, and complaints.

Risk: 31.1%AI: 40.23ObservedTime: 8%

Accept payment from customers, and make change as necessary.

Risk: 87.2%AI: 95EstimatedTime: 8%

Request and record customer orders, and compute bills using cash registers, multi counting machines, or pencil and paper.

Risk: 87.2%AI: 95EstimatedTime: 8%

Prepare daily food items, and cook simple foods and beverages, such as sandwiches, salads, soups, pizza, or coffee, using proper safety precautions and sanitary measures.

Risk: 59.6%AI: 66.5ObservedTime: 14%

Clean and organize eating, service, and kitchen areas.

Risk: 49.0%AI: 40EstimatedTime: 6%

Monitor and order supplies or food items and restock as necessary to maintain inventory.

Risk: 86.0%AI: 92EstimatedTime: 3%

Serve customers in eating places that specialize in fast service and inexpensive carry-out food.

Risk: 51.0%AI: 45EstimatedTime: 8%

Collect and return dirty dishes to the kitchen for washing.

Risk: 49.0%AI: 40EstimatedTime: 4%

Wash dishes, glassware, and silverware after meals.

Risk: 51.0%AI: 45EstimatedTime: 5%

Distribute food to servers.

Risk: 51.0%AI: 45EstimatedTime: 2%

Notify kitchen personnel of shortages or special orders.

Risk: 86.0%AI: 92EstimatedTime: 2%

Relay food orders to cooks.

Risk: 86.0%AI: 92EstimatedTime: 2%

Prepare and serve cold drinks, or frozen milk drinks or desserts, using drink-dispensing, milkshake, or frozen custard machines.

Risk: 55.0%AI: 55EstimatedTime: 4%

Select food items from serving or storage areas and place them in dishes, on serving trays, or in take-out bags.

Risk: 49.0%AI: 40EstimatedTime: 5%

Pack food, dishes, utensils, tablecloths, and accessories for transportation from catering or food preparation establishments to locations designated by customers.

Risk: 49.0%AI: 40EstimatedTime: 2%

Cook or reheat food items such as french fries.

Risk: 57.0%AI: 60EstimatedTime: 5%

Arrange tables and decorations according to instructions.

Risk: 49.0%AI: 40EstimatedTime: 2%

Serve food and beverages to guests at banquets or other social functions.

Risk: 49.0%AI: 40EstimatedTime: 2%

Provide caterers with assistance in food preparation or service.

Risk: 49.0%AI: 40EstimatedTime: 2%

Plan, prepare, and deliver meals to individuals with special dietary needs.

Risk: 43.0%AI: 40EstimatedTime: 2%

Perform personnel activities such as supervising and training employees.

Risk: 21.0%AI: 15EstimatedTime: 2%

Clean and organize eating, service, and kitchen areas and sweep and mop floors.

Risk: 49.0%AI: 40EstimatedTime: 4%

Skill Impact Analysis

AI-Vulnerable Skills (6)

Mathematics10%

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

Information Ordering5%

Information Ordering 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.

Coordination70%

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

Social Perceptiveness90%

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

Manual Dexterity80%

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

Instructing75%

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

Persuasion80%

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

Recommended Courses

Courses matched to Combined Food Preparation and Serving Workers, Including Fast Food 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

-4.8pt risk

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

-3.8pt 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

+1.4

overall change

Education & Training

Percentage of workers at each education and training level

Prior Experience Needed

Work experience required to enter this job

1-3 months5%
3-6 months10%
6 months - 1 year11%
1-2 years8%

Training Provided After Hiring

How long it typically takes to learn on the job

None11%
Up to 1 month56%
1-3 months23%
3-6 months3%
6 months - 1 year7%
1-2 years1%

Related News

Recent articles about AI affecting this occupation

5 articles

Presto integrates with Toast to scale drive-thru voice AI

By joining Toast's massive point-of-sale ecosystem, Presto's voice bots can now be seamlessly deployed by thousands of restaurants. This removes a major technical barrier to automating fast-food drive-thru workers.

Restaurant Diveyesterday

Food-tech startup Wonder cuts 533 jobs amid production consolidation

The Marc Lore-backed food delivery startup is eliminating over 500 roles as it closes two New Jersey facilities. The massive headcount reduction highlights the volatility of tech-driven food production models.

Restaurant Dive4d ago

Papa Johns Turns to AI Forecasting to Overhaul Restaurant Operations

The pizza chain is implementing AI-driven forecasting and a new point-of-sale system to streamline store operations. These technological upgrades aim to optimize labor scheduling and shift how frontline employees manage daily orders.

Restaurant DiveSep 15

Toast Survey: Half of Restaurants Focus on Employee Retention

Nearly 50% of restaurant operators surveyed by Toast plan to maintain their current staffing levels. This signals a stabilization in hospitality workforce demand despite ongoing industry pressures and automation trends.

Restaurant DiveSep 4

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