AI exposure: Food Service Managers
Plan, direct, or coordinate activities of an organization or department that serves food and beverages.
Reading this score
computed43.3% of this occupation's weighted task load is exposed, which puts Food Service Managers at the 78th percentile of 923 occupations. The capability is largely there. Its average task scores 2.8 out of 4 on what a current system can produce, and the frictions that hold other jobs in place are comparatively weak here.
What holds the line here is context. Across this occupation's 28 tasks it averages 1.89 out of 3, the highest of the five friction dimensions. In plain terms, the work depends on knowledge the model cannot hold. Much of this job runs on things that were never written down: what this particular organisation does, what happened last week, what the person across the table actually meant. That context is the barrier, and it erodes as systems are given more access.
The most exposed thing this job does is Take dining reservations, at 90.0%. The least is Perform some food preparation or service tasks, at 0.0%. A gap of 90.0% between two parts of the same job is the reason this index publishes at task level. An occupation-wide number would have hidden both.
Within management occupations, this one is more exposed than most. The median across the 56 roles in the group is 41.2%, and only 17 of them score higher than this. Occupational families are not uniform, and the spread inside them is often wider than the gap between them.
What would move this score. Of 28 tasks, 23 are currently banded exposed, 1 assisted and 4 untouched. For that distribution to shift materially would take systems being given deeper access to the organisation's own records and history, which is already happening. The score is re-computed every quarter against a fresh capability reference, and the change is published rather than quietly applied.
Task by task
28 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Take dining reservations. | 90.0% | 10.0% | 0.0% | 3.82 | exposed |
| Schedule staff hours and assign duties. | 73.3% | 26.7% | 0.0% | 4.42 | exposed |
| Record the number, type, and cost of items sold to determine which items may be unpopular or less profitable. | 73.3% | 26.7% | 0.0% | 3.97 | exposed |
| Review menus and analyze recipes to determine labor and overhead costs, and assign prices to menu items. | 73.3% | 26.7% | 0.0% | 3.83 | exposed |
| Maintain food and equipment inventories, and keep inventory records. | 61.3% | 26.2% | 12.5% | 4.39 | exposed |
| Keep records required by government agencies regarding sanitation or food subsidies. | 60.0% | 40.0% | 0.0% | 4.45 | exposed |
| Review work procedures and operational problems to determine ways to improve service, performance, or safety. | 58.3% | 29.2% | 12.5% | 4.05 | exposed |
| Greet guests, escort them to their seats, and present them with menus and wine lists. | 55.0% | 20.0% | 25.0% | 4.62 | exposed |
| Create specialty dishes and develop recipes to be used in dining facilities. | 52.5% | 22.5% | 25.0% | 3.80 | exposed |
| Count money and make bank deposits. | 50.0% | 25.0% | 25.0% | 4.56 | exposed |
| Investigate and resolve complaints regarding food quality, service, or accommodations. | 50.0% | 25.0% | 25.0% | 4.39 | exposed |
| Monitor budgets and payroll records, and review financial transactions to ensure that expenditures are authorized and budgeted. | 50.0% | 25.0% | 25.0% | 4.34 | exposed |
| Estimate food, liquor, wine, and other beverage consumption to anticipate amounts to be purchased or requisitioned. | 50.0% | 25.0% | 25.0% | 4.19 | exposed |
| Order and purchase equipment and supplies. | 50.0% | 25.0% | 25.0% | 4.09 | exposed |
| Assess staffing needs and recruit staff, using methods such as newspaper advertisements or attendance at job fairs. | 47.5% | 27.5% | 25.0% | 4.20 | exposed |
| Schedule use of facilities or catering services for events such as banquets or receptions, and negotiate details of arrangements with clients. | 47.5% | 27.5% | 25.0% | 3.44 | exposed |
| Establish standards for personnel performance and customer service. | 40.0% | 35.0% | 25.0% | 4.54 | exposed |
| Monitor compliance with health and fire regulations regarding food preparation and serving, and building maintenance in lodging and dining facilities. | 40.0% | 35.0% | 25.0% | 4.12 | exposed |
| Establish and enforce nutritional standards for dining establishments, based on accepted industry standards. | 40.0% | 35.0% | 25.0% | 3.38 | exposed |
| Schedule and receive food and beverage deliveries, checking delivery contents to verify product quality and quantity. | 39.6% | 22.9% | 37.5% | 4.33 | exposed |
| Coordinate assignments of cooking personnel to ensure economical use of food and timely preparation. | 30.0% | 20.0% | 50.0% | 4.32 | exposed |
| Monitor food preparation methods, portion sizes, and garnishing and presentation of food to ensure that food is prepared and presented in an acceptable manner. | 30.0% | 20.0% | 50.0% | 4.18 | exposed |
| Plan menus and food utilization, based on anticipated number of guests, nutritional value, palatability, popularity, and costs. | 30.0% | 20.0% | 50.0% | 3.94 | exposed |
| Organize and direct worker training programs, resolve personnel problems, hire new staff, and evaluate employee performance in dining and lodging facilities. | 22.9% | 39.6% | 37.5% | 4.28 | assisted |
| Test cooked food by tasting and smelling it to ensure palatability and flavor conformity. | 11.7% | 13.3% | 75.0% | 4.09 | untouched |
| Arrange for equipment maintenance and repairs, and coordinate a variety of services, such as waste removal and pest control. | 10.0% | 15.0% | 75.0% | 4.00 | untouched |
| Monitor employee and patron activities to ensure liquor regulations are obeyed. | 8.3% | 16.7% | 75.0% | 4.78 | untouched |
| Perform some food preparation or service tasks, such as cooking, clearing tables, and serving food and drinks when necessary. | 0.0% | 0.0% | 100.0% | 4.35 | untouched |
Task text and importance ratings sourced from O*NET 31.0. Shares computed. The occupation score is the importance-weighted mean.
Where the score comes from
judgedEvery task is scored through the standardised work activities it maps to. These are this occupation’s averages on the six rubric dimensions. Capability is what AI can do; the other five are what stands in the way.
| Dimension | Mean | Scale |
|---|---|---|
| Capability | 2.75 | 0-4 |
| Embodiment | 0.64 | 0-3 |
| Presence | 0.88 | 0-3 |
| Accountability | 1.00 | 0-3 |
| Context | 1.89 | 0-3 |
| Verification cost | 1.29 | 0-3 |
What this means in practice
Where most of a role's weighted task load is exposed, the work that survives is usually the part of the job nobody wrote into the job description: deciding what should be produced rather than producing it, and being answerable for the result. The tasks lowest on this page are a better guide to where to spend your time than any general advice about the future of work.
Occupations either side of this one
The four closest scores in the same occupational family, then the four closest anywhere in the index.
Read this carefully. Exposure is not displacement. A high score means current AI systems can produce this work, not that anyone will stop paying a person to do it. Adoption depends on economics, regulation and inertia that this index deliberately does not model. How the score is built.