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Food & Hospitality · Updated Aug 2026

First-Line Supervisors of Food Preparation and Serving Workers

Directly supervise and coordinate activities of workers engaged in preparing and serving food.

JVS 2.0.0-phase4b
AI Exposure
68/100
High

How much of this occupation’s work can be materially affected by current AI systems.

Replacement Risk
53/100
Moderate

How likely exposure is to translate into reduced human demand.

Includes provisional estimates for AI adoption pressure and labour-market resilience. How this is measured

Evidence quality
Confidence81/100
Task coverage83%

Confidence reflects task coverage, mapping and capability-evidence quality, and how much of the score rests on provisional inputs.

Task-level evidence

What is driving the score?

Occupation scores are built from the task mix—not a single prediction about a job title.

JVS 2.0.0-phase4b
TaskImportanceAI impactExposure
Compile and balance cash receipts at the end of the day or shift.High
75
Assess nutritional needs of patients, plan special menus, supervise the assembly of regular and special diet trays, and oversee the delivery of food trolleys to hospital patients.High
71
Estimate ingredients and supplies required to prepare a recipe.High
74
Perform food preparation and serving duties, such as carving meat, preparing flambe dishes, or serving wine and liquor.High
75
Assign duties, responsibilities, and work stations to employees in accordance with work requirements.High
75
Record production, operational, and personnel data on specified forms.High
75
Train workers in food preparation, and in service, sanitation, and safety procedures.High
75
Forecast staff, equipment, and supply requirements, based on a master menu.High
66
Perform various financial activities, such as cash handling, deposit preparation, and payroll.High
74
Specify food portions and courses, production and time sequences, and workstation and equipment arrangements.Medium
73
Control inventories of food, equipment, smallware, and liquor, and report shortages to designated personnel.Medium
74
Analyze operational problems, such as theft and wastage, and establish procedures to alleviate these problems.Medium
74
Recommend measures for improving work procedures and worker performance to increase service quality and enhance job safety.Medium
74
Purchase or requisition supplies and equipment needed to ensure quality and timely delivery of services.High
73
Perform personnel actions, such as hiring and firing staff, providing employee orientation and training, and conducting supervisory activities, such as creating work schedules or organizing employee time sheets.High
64
Observe and evaluate workers and work procedures to ensure quality standards and service, and complete disciplinary write-ups.Medium
61
Conduct meetings and collaborate with other personnel for menu planning, serving arrangements, and related details.Medium
73
Inspect supplies, equipment, and work areas to ensure efficient service and conformance to standards.Medium
57
Develop departmental objectives, budgets, policies, procedures, and strategies.Medium
74
Develop equipment maintenance schedules and arrange for repairs.Medium
46
Supervise and participate in kitchen and dining area cleaning activities.High
24
Most exposed

Where AI can do more

Routine, digitized, and highly repeatable tasks face the greatest pressure.

  1. Compile and balance cash receipts at the end of the day or shift.75
  2. Perform food preparation and serving duties, such as carving meat, preparing flambe dishes, or serving wine and liquor.75
  3. Assign duties, responsibilities, and work stations to employees in accordance with work requirements.75
  4. Record production, operational, and personnel data on specified forms.75
Hardest to automate

Where people still matter

These tasks score lowest on automation feasibility—physical presence, judgement, accountability and real-world variability all resist end-to-end automation.

  1. Supervise and participate in kitchen and dining area cleaning activities.01
  2. Develop equipment maintenance schedules and arrange for repairs.02
  3. Inspect supplies, equipment, and work areas to ensure efficient service and conformance to standards.03
  4. Compile and balance cash receipts at the end of the day or shift.04
  5. Estimate ingredients and supplies required to prepare a recipe.05
Where else this work leads

Related occupations

Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.

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Beyond AI capability

Adoption and labour-market outlook

Structural factors are kept separate from raw capability so you can see what actually resists automation. Adoption pressure and labour-market resilience are still provisional models—25% of this occupation’s replacement-risk weight rests on them.

Human dependency76
Physical dependency51
Adoption pressure52
Labour-market resilience59
Methodology & sources

O*NET 30.3 occupational data interpreted through the JobsVsAI capability, automation and structural-constraint models.

Confidence81/100
CalculatedAug 21, 2026
Read methodology →