Gini Loh System Tools

AI Automation Index

Will AI Replace Food Service Managers?

Task-level automation exposure for Food Service Managers: 28 O*NET tasks scored against their work activities, plus the simulator.

E-E-A-T Verified
Developed & audited by Gini Loh

Automation Exposure

54% weighted task index

28 of 28 tasks scored

Median Salary

$69,390 / year

BLS OEWS, May 2025 — this exact occupation

Employment Level

High

238,430 people hold this job — size, not growth

Projected 2025–35

+5.8% employment change

38,800 openings a year · BLS line item

Pay by state

BLS OEWS publishes 54 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.

$42,230 – $95,190

Highest medians

Washington $95,190
Massachusetts $92,240
Hawaii $87,800
New York $84,200
Rhode Island $82,850

Lowest medians

Puerto Rico $42,230
Guam $44,770
West Virginia $54,800
Arkansas $55,120
Mississippi $59,540

State figures come from the 11-9051 row in the May 2025 state panel. States where the estimate was suppressed or too small to publish are absent.

What the score is made of

Each task is mapped to its work activities, scored for AI automation potential, and weighted by how important those activities are to the job. These are the components.

Automation potential 54%

Importance-weighted mean of the scored tasks. This is the headline index.

Physical work 4%

Share of weighted tasks in hands-on or machine-operating work activities.

Judgment & influence 54%

Share in analysis, decisions, teaching, directing, advising, or caring for others.

Routine administration 11%

Share in documenting, recording, and administrative activities.

Rewritten by O*NET 0%

Share of weighted tasks O*NET rewrote in a recent update. Reported, not folded into the score.

Consequence of error 16/100 Low

O*NET's own rating of how serious an uncorrectable mistake would be here — respondents, not us. Deliberately not in the index: the score measures what AI can do with the task content, and multiplying it by stakes would be our judgment dressed as data.

Constituent Task Mix

28 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.

High exposure (≥ 60% of the task is automatable) 43%

12 tasks

Medium exposure (≥ 35%) 42%

12 tasks

Low exposure (below 35%) 15%

4 tasks

How would you survive?

Move your week away from the high-exposure tasks and toward the ones that need judgment. The simulator recalculates the index as you shift the mix.

Simulate Upskilling →

Constituent Tasks

#15199 · Core · 35% automatable

Count money and make bank deposits.

physical manipulation — In-person payment handling; some digital automation

Collect payments for goods or services.
#1086 · Core · 55% automatable

Establish standards for personnel performance and customer service.

decision support — AI drafts policies; accountability and context are human

Develop organizational policies or programs.
#1085 · Core · 78% automatable

Keep records required by government agencies regarding sanitation or food subsidies.

text generation — Maintain compliance docs; human verifies currency

Maintain regulatory or compliance documentation.
#1082 · Core · 75% automatable

Schedule staff hours and assign duties.

decision support — Generate schedules from constraints; human resolves conflicts

Prepare staff schedules or work assignments.
#1078 · Core · 45% automatable

Investigate and resolve complaints regarding food quality, service, or accommodations.

interpersonal — Complaint resolution needs authority and rapport

Resolve customer complaints or problems.
#1090 · Core · 74% automatable

Maintain food and equipment inventories, and keep inventory records.

data analysis — Maintain operational records in structured systems

Maintain operational records. Manage inventories of products or organizational resources.
#1089 · Core · 10% automatable

Perform some food preparation or service tasks, such as cooking, clearing tables, and serving food and drinks when necessary.

physical manipulation — Hands-on manual service tasks

Perform manual service or maintenance tasks.
#1081 · Core · 55% automatable

Monitor budgets and payroll records, and review financial transactions to ensure that expenditures are authorized and budgeted.

decision support — AI tracks and models budgets; human owns allocation decisions

Manage organizational or project budgets.
#1079 · Core · 56% automatable

Schedule and receive food and beverage deliveries, checking delivery contents to verify product quality and quantity.

data analysis — AI plans transport schedules; human handles disruptions

Evaluate quality of materials or products. Schedule product or material transportation.
#1084 · Core · 25% automatable

Coordinate assignments of cooking personnel to ensure economical use of food and timely preparation.

interpersonal — Guest services management is live human relationship work

Manage guest services.
#1091 · Core · 45% automatable

Organize and direct worker training programs, resolve personnel problems, hire new staff, and evaluate employee performance in dining and lodging facilities.

decision support — Performance review aided; accountability and context human

Evaluate employee performance. Manage human resources activities.
#1095 · Core · 55% automatable

Assess staffing needs and recruit staff, using methods such as newspaper advertisements or attendance at job fairs.

decision support — Broad resource determination needs organizational judgment

Determine resource needs. Recruit personnel.
#1087 · Core · 65% automatable

Estimate food, liquor, wine, and other beverage consumption to anticipate amounts to be purchased or requisitioned.

data analysis — Cost/material estimates from data; human verifies

Estimate cost or material requirements.
#1080 · Core · 60% automatable

Monitor food preparation methods, portion sizes, and garnishing and presentation of food to ensure that food is prepared and presented in an acceptable manner.

data analysis — Procedure conformance monitoring is largely document and data based

Monitor organizational procedures to ensure proper functioning.
#1083 · Core · 65% automatable

Monitor compliance with health and fire regulations regarding food preparation and serving, and building maintenance in lodging and dining facilities.

decision support — AI tracks regulatory compliance across documents

Monitor organizational compliance with regulations.
#1077 · Core · 45% automatable

Test cooked food by tasting and smelling it to ensure palatability and flavor conformity.

visual inspection — Material quality often needs hands-on or visual inspection

Evaluate quality of materials or products.
#1092 · Core · 65% automatable

Order and purchase equipment and supplies.

decision support — Procurement drafting and comparison; human commits funds

Purchase materials, equipment, or other resources.
#1088 · Core · 66% automatable

Review work procedures and operational problems to determine ways to improve service, performance, or safety.

data analysis — Operational data analysis; manager owns decisions

Analyze data to inform operational decisions or activities. Recommend organizational process or policy changes.
#1096 · Core · 25% automatable

Arrange for equipment maintenance and repairs, and coordinate a variety of services, such as waste removal and pest control.

physical manipulation — Facility maintenance direction requires hands-on site oversight

Direct facility maintenance or repair activities.
#1097 · Supplemental · 38% automatable

Monitor employee and patron activities to ensure liquor regulations are obeyed.

situated mobility — Live monitoring of people in physical settings

Monitor activities of individuals to ensure safety or compliance with rules.
#1098 · Supplemental · 72% automatable

Greet guests, escort them to their seats, and present them with menus and wine lists.

interpersonal — Scripted info delivery, but live rapport and accountability matter

Provide basic information to guests, visitors, or clients.
#1094 · Supplemental · 80% automatable

Record the number, type, and cost of items sold to determine which items may be unpopular or less profitable.

data analysis — Maintain operational records in structured systems

Maintain operational records.
#1100 · Supplemental · 25% automatable

Plan menus and food utilization, based on anticipated number of guests, nutritional value, palatability, popularity, and costs.

interpersonal — Guest services management is live human relationship work

Manage guest services.
#1093 · Supplemental · 72% automatable

Review menus and analyze recipes to determine labor and overhead costs, and assign prices to menu items.

data analysis — Operational data analysis; manager owns decisions

Analyze data to inform operational decisions or activities.
#1102 · Supplemental · 79% automatable

Take dining reservations.

data analysis — AI books reservations via tools; human handles issues

Schedule dining reservations. Arrange services or reservations for patrons.
#1101 · Supplemental · 48% automatable

Create specialty dishes and develop recipes to be used in dining facilities.

text generation — Menu drafts aided; cost and kitchen constraints human

Create new recipes or food presentations. Plan menu options.
#1103 · Supplemental · 54% automatable

Schedule use of facilities or catering services for events such as banquets or receptions, and negotiate details of arrangements with clients.

data analysis — AI arranges schedules; human manages real-world changes

Schedule activities or facility use. Negotiate sales or lease agreements for products or services.
#1099 · Supplemental · 55% automatable

Establish and enforce nutritional standards for dining establishments, based on accepted industry standards.

decision support — Drafts guidance; community trust and liability human

Advise communities or institutions regarding health or safety issues.
Embed this calculator on your site ↓

Bloggers & authors: Embed this interactive calculator directly in your articles or comparison guides. It loads dynamically via a responsive iframe (auto-resizing to prevent double scrollbars) and provides a direct, high-value tool for your audience.

<div class="giniloh-calculator-embed" data-calculator="food-service-managers"></div> <script src="https://giniloh.com/embed.js" async></script>

Community Sentiment

Do you agree?

Do you agree with the AI automation risk score calculated for this occupation?

Method

How this was scored

  1. 1. Tasks. O*NET task statements for this occupation, from a release whose newest record is dated 08/2026.
  2. 2. Work activities. Each task maps to 1–5 Detailed Work Activities; each activity belongs to one of 41 Generalized Work Activities that O*NET rates for importance (1–5) in this occupation.
  3. 3. Automation potential. Every work activity carries one score for how far current AI can perform it end-to-end. Tasks inherit the mean of their activities.
  4. 4. Weighting. Task weight = 0.35 + 0.65 × (importance − 1)/4, scaled by how often the task is performed and by 0.7 for Supplemental tasks. Importance is the task's own O*NET rating where it exists (18,369 of 18,838 tasks); the rest inherit their work activities' importance. The index is the weighted mean.

Check: across the 910 occupations where O*NET also rates how far machine speed sets the pace, this index moves opposite to it (Spearman ρ = -0.49). The more a job is paced by equipment, the less of its task content AI can address — the relationship you would expect if the scoring is working.

Sources · O*NET 31.0 (task records to 08/2026) · BLS OEWS May 2025 · BLS projections 2025-2035 · rubric v2.1 · tasks for O*NET, not a forecast

See the full method →

Related Article

Engineer at work

Best AI Proof Jobs in a Changing Market

Worried robots are coming for your paycheck? You’re not alone—but the real story is far more hopeful. This guide cuts through the scare headlines to reveal exactly where smart, sustainable career opportunities exist right now. We’ve curated a list of true ai proof jobs—roles in healthcare, skilled trades, and cybersecurity that not only survive automation but thrive because of human judgment and empathy. You’ll get specific, money-making data on projected growth (the BLS says wind turbine technicians, for instance, will grow 44% by 2032), real salary ranges from active job listings, and a simple self-assessment quiz to identify your own most resilient path. Plus, we name companies hiring today and the niche job boards they use. Stop worrying and start planning—your secure career is closer than you think.

Read Article ->