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

Dave’s Hot Chicken diners don’t want to talk to robots — so here’s how it’s innovating

The fast-casual chain is pivoting its tech strategy after discovering customers reject automated voice ordering. Instead of replacing cashiers, the company is investing in kitchen display systems and point-of-sale upgrades to support existing staff.

Restaurant DiveJun 4

How Shake Shack's Digital Push Impacts Frontline Hospitality Jobs

The fast-casual chain is navigating the tension between implementing automated ordering systems and maintaining human-centric service. Leadership's approach highlights how retail brands are restructuring frontline roles rather than eliminating them entirely.

Harvard Business ReviewMay 27

Restaurant tech execs warn against AI overdependence

Industry leaders caution that current artificial intelligence tools have strict limits in reliability and practical use cases. Human workers remain essential for handling edge cases and maintaining hospitality standards.

Restaurant DiveMay 26

Failed AI rollouts disrupt food service workers at major chains

Glitchy automated systems at major restaurant chains are causing operational chaos for frontline employees. The technological failures are forcing staff to manually override systems while dealing with frustrated customers.

Fast CompanyMay 22

Yum Brands builds AI infrastructure to automate fast food operations

The parent company of Taco Bell and KFC is overhauling its legacy systems to integrate AI across its operations. This modernization effort signals upcoming shifts in fast-food labor dynamics, from automated ordering to kitchen management.

Restaurant DiveMay 18

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