Combined Food Preparation and Serving Workers, Including Fast Food
Perform duties which combine preparing and serving food and nonalcoholic beverages.
AI Impact Summary
Combined Food Preparation and Serving Workers, Including Fast Food faces moderate AI displacement risk with a score of 43/100. This occupation has higher AI displacement risk than 89% of all analyzed occupations. Of 22 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)
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Information Ordering is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
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/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Combined Food Preparation and Serving Workers, Including Fast Food skill gaps, ranked by relevance to your displacement risk profile.
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Upskill to Reduce Risk
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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
Prior Experience Needed
Work experience required to enter this job
Training Provided After Hiring
How long it typically takes to learn on the job
How AI Impacts Each Task
22 tasks analyzed
Communicate with customers regarding orders, comments, and complaints.
Accept payment from customers, and make change as necessary.
Request and record customer orders, and compute bills using cash registers, multi counting machines, or pencil and paper.
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.
Clean and organize eating, service, and kitchen areas.
Monitor and order supplies or food items and restock as necessary to maintain inventory.
Serve customers in eating places that specialize in fast service and inexpensive carry-out food.
Collect and return dirty dishes to the kitchen for washing.
Wash dishes, glassware, and silverware after meals.
Distribute food to servers.
Notify kitchen personnel of shortages or special orders.
Relay food orders to cooks.
Prepare and serve cold drinks, or frozen milk drinks or desserts, using drink-dispensing, milkshake, or frozen custard machines.
Select food items from serving or storage areas and place them in dishes, on serving trays, or in take-out bags.
Pack food, dishes, utensils, tablecloths, and accessories for transportation from catering or food preparation establishments to locations designated by customers.
Cook or reheat food items such as french fries.
Arrange tables and decorations according to instructions.
Serve food and beverages to guests at banquets or other social functions.
Provide caterers with assistance in food preparation or service.
Plan, prepare, and deliver meals to individuals with special dietary needs.
Perform personnel activities such as supervising and training employees.
Clean and organize eating, service, and kitchen areas and sweep and mop floors.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Communicate with customers regarding orders, comments, and complaints. | 40.23Observed | 31.1% | 8% | |
| Accept payment from customers, and make change as necessary. | 95Estimated | 87.2% | 8% | |
| Request and record customer orders, and compute bills using cash registers, multi counting machines, or pencil and paper. | 95Estimated | 87.2% | 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. | 66.5Observed | 59.6% | 14% | |
| Clean and organize eating, service, and kitchen areas. | 40Estimated | 49.0% | 6% | |
| Monitor and order supplies or food items and restock as necessary to maintain inventory. | 92Estimated | 86.0% | 3% | |
| Serve customers in eating places that specialize in fast service and inexpensive carry-out food. | 45Estimated | 51.0% | 8% | |
| Collect and return dirty dishes to the kitchen for washing. | 40Estimated | 49.0% | 4% | |
| Wash dishes, glassware, and silverware after meals. | 45Estimated | 51.0% | 5% | |
| Distribute food to servers. | 45Estimated | 51.0% | 2% | |
| Notify kitchen personnel of shortages or special orders. | 92Estimated | 86.0% | 2% | |
| Relay food orders to cooks. | 92Estimated | 86.0% | 2% | |
| Prepare and serve cold drinks, or frozen milk drinks or desserts, using drink-dispensing, milkshake, or frozen custard machines. | 55Estimated | 55.0% | 4% | |
| Select food items from serving or storage areas and place them in dishes, on serving trays, or in take-out bags. | 40Estimated | 49.0% | 5% | |
| Pack food, dishes, utensils, tablecloths, and accessories for transportation from catering or food preparation establishments to locations designated by customers. | 40Estimated | 49.0% | 2% | |
| Cook or reheat food items such as french fries. | 60Estimated | 57.0% | 5% | |
| Arrange tables and decorations according to instructions. | 40Estimated | 49.0% | 2% | |
| Serve food and beverages to guests at banquets or other social functions. | 40Estimated | 49.0% | 2% | |
| Provide caterers with assistance in food preparation or service. | 40Estimated | 49.0% | 2% | |
| Plan, prepare, and deliver meals to individuals with special dietary needs. | 40Estimated | 43.0% | 2% | |
| Perform personnel activities such as supervising and training employees. | 15Estimated | 21.0% | 2% | |
| Clean and organize eating, service, and kitchen areas and sweep and mop floors. | 40Estimated | 49.0% | 4% |
Protective Factors
Total protective discount: 25.0%
Essential Soft Skills
Traits that are hard for AI to replicate
Explore other career paths
Compare displacement risk across occupations and find careers with stronger long-term prospects.
Alternate Career Paths
See all transitionsWaiters and Waitresses
34%Median salary: $33,760
Higher risk than 61% of other occupations
Cooks, Short Order
34%Median salary: $35,620
Higher risk than 61% of other occupations
Food Preparation Workers
37%Median salary: $34,220
Higher risk than 71% of other occupations
Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop
40%Median salary: $30,380
Higher risk than 79% of other occupations
Stock Clerks, Sales Floor
42%Higher risk than 85% of other occupations
Amusement and Recreation Attendants
43%Median salary: $30,490
Higher risk than 87% of other occupations
Food Servers, Nonrestaurant
44%Median salary: $34,460
Higher risk than 90% of other occupations
Cashiers
45%Median salary: $31,190
Higher risk than 91% of other occupations
Cooks, Fast Food
46%Median salary: $30,160
Higher risk than 93% of other occupations
Counter Attendants, Cafeteria, Food Concession, and Coffee Shop
47%Higher risk than 94% of other occupations
Recommendations
Skills to Develop
These skills are at risk from AI automation. Combined Food Preparation and Serving Workers, Including Fast Food professionals should diversify beyond them.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Information Ordering
Information Ordering 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.
- Coordination
Coordination is AI-resistant — strengthening this skill provides durable career protection.
- Social Perceptiveness
Social Perceptiveness 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.
- Monitoring
Monitoring 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.
- Critical Thinking
Critical Thinking 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.
- Systems Analysis
Systems Analysis 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
overall change