AITakeover Tracker
38%medium risk

First-Line Supervisors of Food Preparation and Serving Workers

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

Higher risk than 76% of occupations

AI Impact Summary

First-Line Supervisors of Food Preparation and Serving Workers faces moderate AI displacement risk with a score of 38/100. This occupation has higher AI displacement risk than 76% of all analyzed occupations. Of 26 analyzed tasks, 12 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)

Reading Comprehension10%

High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Information Ordering5%

High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

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)

Leadership88%

Leadership is AI-resistant — strengthening this skill provides durable career protection.

Adaptability/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Service Orientation82%

Service Orientation is AI-resistant — strengthening this skill provides durable career protection.

Instructing75%

Instructing is AI-resistant — strengthening this skill provides durable career protection.

Social Perceptiveness90%

Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

Persuasion80%

Persuasion is AI-resistant — strengthening this skill provides durable career protection.

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

AI-Augmented Skills (7)

MonitoringCritical ThinkingJudgment and Decision MakingActive LearningSystems AnalysisWritingTechnology Design

Recommended Courses

Courses matched to First-Line Supervisors of Food Preparation and Serving Workers 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

Courseraintermediate

Machine Learning Specialization

by Stanford / DeepLearning.AI

~10 weeks$49/mo4.9Certificate
Addresses vulnerability: Mathematics

Estimated Impact

-6.9pt risk+$2K/yr salary

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

-5.3pt risk+$2K/yr salary

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

-4pt risk+$3K/yr salary

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.

Education & Training

Percentage of workers at each education and training level

Education Level

Less than High School37%
High School Diploma44%
Some College10%
Post-Secondary Certificate2%
Associate's Degree7%

Prior Experience Needed

Work experience required to enter this job

None41%
Up to 1 month9%
6 months - 1 year14%
1-2 years6%
2-4 years26%
4-6 years4%

Training Provided After Hiring

How long it typically takes to learn on the job

None4%
Up to 1 month63%
1-3 months22%
3-6 months9%
6 months - 1 year2%

How AI Impacts Each Task

26 tasks analyzed

Perform various financial activities, such as cash handling, deposit preparation, and payroll.

Risk: 76.0%AI: 67EstimatedTime: 5%

Resolve customer complaints regarding food service.

Risk: 35.0%AI: 50ObservedTime: 7%

Compile and balance cash receipts at the end of the day or shift.

Risk: 78.0%AI: 72EstimatedTime: 4%

Present bills and accept payments.

Risk: 84.0%AI: 87EstimatedTime: 4%

Inspect supplies, equipment, and work areas to ensure efficient service and conformance to standards.

Risk: 49.0%AI: 40EstimatedTime: 6%

Perform food preparation and serving duties, such as carving meat, preparing flambe dishes, or serving wine and liquor.

Risk: 13.0%AI: 10EstimatedTime: 5%

Train workers in food preparation, and in service, sanitation, and safety procedures.

Risk: 40.8%AI: 64.38ObservedTime: 5%

Supervise and participate in kitchen and dining area cleaning activities.

Risk: 47.0%AI: 35EstimatedTime: 4%

Greet and seat guests, and present menus and wine lists.

Risk: 27.0%AI: 30EstimatedTime: 4%

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.

Risk: 29.0%AI: 35EstimatedTime: 6%

Control inventories of food, equipment, smallware, and liquor, and report shortages to designated personnel.

Risk: 86.0%AI: 92EstimatedTime: 4%

Assign duties, responsibilities, and work stations to employees in accordance with work requirements.

Risk: 84.0%AI: 87EstimatedTime: 4%

Specify food portions and courses, production and time sequences, and workstation and equipment arrangements.

Risk: 74.7%AI: 63.68ObservedTime: 3%

Record production, operational, and personnel data on specified forms.

Risk: 86.0%AI: 92EstimatedTime: 3%

Observe and evaluate workers and work procedures to ensure quality standards and service, and complete disciplinary write-ups.

Risk: 23.0%AI: 20EstimatedTime: 6%

Purchase or requisition supplies and equipment needed to ensure quality and timely delivery of services.

Risk: 86.0%AI: 92EstimatedTime: 3%

Estimate ingredients and supplies required to prepare a recipe.

Risk: 88.0%AI: 97EstimatedTime: 3%

Analyze operational problems, such as theft and wastage, and establish procedures to alleviate these problems.

Risk: 51.0%AI: 60EstimatedTime: 3%

Forecast staff, equipment, and supply requirements, based on a master menu.

Risk: 86.0%AI: 92EstimatedTime: 3%

Recommend measures for improving work procedures and worker performance to increase service quality and enhance job safety.

Risk: 47.0%AI: 50EstimatedTime: 3%

Develop equipment maintenance schedules and arrange for repairs.

Risk: 86.0%AI: 92EstimatedTime: 2%

Develop departmental objectives, budgets, policies, procedures, and strategies.

Risk: 54.4%AI: 68.55ObservedTime: 3%

Conduct meetings and collaborate with other personnel for menu planning, serving arrangements, and related details.

Risk: 25.0%AI: 25EstimatedTime: 3%

Evaluate new products for usefulness and suitability.

Risk: 39.0%AI: 30EstimatedTime: 2%

Schedule parties and take reservations.

Risk: 88.0%AI: 97EstimatedTime: 3%

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.

Risk: 43.0%AI: 40EstimatedTime: 2%

Protective Factors

Total protective discount: 30.6%

Essential Soft Skills

Traits that are hard for AI to replicate

Stress ToleranceDependabilityCooperationSelf ControlLeadershipIntegrityInitiativeAttention to DetailConcern for OthersAdaptability/FlexibilityIndependenceAchievement/Effort

Wage & Employment (2024)

Median Wage

$42,010

per year

Mean Wage

$44,900

per year

Employment

1.2M

workers

Wage Range

$29,340 - $63,420

10th - 90th pct

Wage Distribution

$29,340Median: $42,010$63,420
Career Planning

Explore other career paths

Compare displacement risk across occupations and find careers with stronger long-term prospects.

Alternate Career Paths

See all transitions
Subscribed — always updated

Recommendations

Skills to Develop

These skills are at risk from AI automation. First-Line Supervisors of Food Preparation and Serving Workers professionals should diversify beyond them.

  • Reading Comprehension

    High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • Mathematics

    High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • Information Ordering

    High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • 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.

  • Leadership

    Leadership is AI-resistant — strengthening this skill provides durable career protection.

  • Adaptability/Flexibility

    Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

  • Coordination

    Coordination is AI-resistant — strengthening this skill provides durable career protection.

  • Service Orientation

    Service Orientation is AI-resistant — strengthening this skill provides durable career protection.

  • Instructing

    Instructing 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.

  • Critical Thinking

    Critical Thinking 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.

  • 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

-0.0

overall change

Checking for existing plan...