entityType = "role"
schemaVersion = "role.v1"
slug = "role-35-1012-00"
socCode = "35-1012.00"
title = "First-Line Supervisors of Food Preparation and Serving Workers"
summary = "Directly supervise and coordinate activities of workers engaged in preparing and serving food."
aliases = ["Dietary Supervisor", "Food Service Supervisor", "Kitchen Manager", "Restaurant Manager", "Cafeteria Manager", "Dining Services Director", "Food Production Supervisor", "Food and Beverage Director", "Food and Nutrition Services Supervisor", "Kitchen Supervisor", "Banquet Captain", "Banquet Supervisor"]
emergingTasks = []

[preparation]
jobZone = "2"
jobZoneName = "Job Zone 1-2: Very Little to Some Preparation Needed"
education = "Usually requires a high school diploma or GED, though some occupations may not."
experience = "Some occupations may need little or no previous experience; others require several months to a year of experience. For example, landscaping and groundskeeping workers might require very little training or previous experience, while agricultural equipment operators can benefit from on-the job training."
svpRange = "(Below 6.0)"

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 69.59

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 27.15

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 1.86

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 1.35

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 0.05

[educationLevel]
category = "High school diploma or equivalent"
slug = "high-school-diploma-or-equivalent"

[market]
medianWage = 42010
meanWage = 44900
pct10Wage = 29340
pct25Wage = 35400
pct75Wage = 50920
pct90Wage = 63420
employment = 1187460
areaTitle = "U.S."

[industries]
count = 25

[[industries.top]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 1010610
medianWage = 39520
lq = 9.22

[[industries.top]]
naics = "722511"
slug = "722511"
title = "Full-Service Restaurants"
level = "National industry"
employment = 291090
medianWage = 47100
lq = 7.05

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 45240
medianWage = 45740
lq = 0.38

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 37970
medianWage = 45070
lq = 0.36

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 35220
medianWage = 51080
lq = 0.2

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 20570
medianWage = 48530
lq = 1.01

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 8410
medianWage = 47280
lq = 0.09

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 6400
medianWage = 39810
lq = 0.19

[[industries.top]]
naics = "721120"
slug = "721120"
title = "Casino Hotels"
level = "National industry"
employment = 4320
medianWage = 54070
lq = 1.66

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 3130
medianWage = 51350
lq = 0.14

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 2140
medianWage = 38640
lq = 0.1

[[industries.top]]
naics = "713940"
slug = "713940"
title = "Fitness and Recreational Sports Centers"
level = "National industry"
employment = 1190
medianWage = 42880
lq = 0.25

[[industries.concentrated]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 1010610
lq = 9.22

[[industries.concentrated]]
naics = "722511"
slug = "722511"
title = "Full-Service Restaurants"
level = "National industry"
employment = 291090
lq = 7.05

[[industries.concentrated]]
naics = "721120"
slug = "721120"
title = "Casino Hotels"
level = "National industry"
employment = 4320
lq = 1.66

[[industries.concentrated]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 20570
lq = 1.01

[[industries.concentrated]]
naics = "711110"
slug = "711110"
title = "Theater Companies and Dinner Theaters"
level = "National industry"
employment = 470
lq = 0.84

[[industries.concentrated]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 45240
lq = 0.38

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 37970
lq = 0.36

[[industries.concentrated]]
naics = "623220"
slug = "623220"
title = "Residential Mental Health and Substance Abuse Facilities"
level = "National industry"
employment = 630
lq = 0.32

[aiOutlook]
teleworkable = false
usageRelease = "2026-01-15-v4-plus-2025-03-27-v2"

[aiOutlook.index]
value = 48
percentile = 47
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 42
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 65
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 37
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.63
percentile = 53
band = "Moderate"
note = "A pre-LLM (2013) estimate of how automatable this job is by computerization and robotics. Shown for historical context only — it is not part of any current AI ranking."

[aiOutlook.eloundou]
alpha = 0.22222222222222224
beta = 0.5111111111111112
gamma = 0.8

[aiOutlook.bls]
growthPercent = 6
growthPercentile = 80
direction = "About average"
annualOpeningsThousands = 183.9
annualOpeningsPercentile = 98
employment2024Thousands = 1215
employment2034Thousands = 1288

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.2575492
percentile = 42
band = "Moderate"
note = "How much this job's abilities overlap with what AI systems can do, across many AI capabilities. A relative research score, not a forecast of job loss."

[[aiOutlook.exposure]]
source = "eloundou_gamma"
label = "LLM task exposure, γ (OpenAI / Eloundou)"
value = 0.8
percentile = 65
band = "Moderate"
note = "Share of this job's tasks where a large language model plus simple tools could cut the time to do them by at least half. γ is capped at 1.0 and many jobs reach that ceiling, so treat a top score as 'in the top group', not a precise rank."

[[aiOutlook.exposure]]
source = "microsoft_applicability"
label = "AI assistant applicability (Microsoft)"
value = 0.11669102551118234
percentile = 37
band = "Moderate"
note = "How applicable today's AI assistants are to this job's activities, measured from real Microsoft Copilot conversations. Applicability is not the same as replacement."

[[aiOutlook.usageTasks]]
task = "Resolve customer complaints regarding food service."
usagePercent = 0.0017460323981446867
importance = 4.23

[[aiOutlook.usageTasks]]
task = "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."
usagePercent = 0.0015406168218923706
importance = 4.34

[[aiOutlook.sources]]
source = "bls_employment_projections"
version = "2024-2034"

[[aiOutlook.sources]]
source = "dingel_neiman"
version = "dingel-neiman-workathome"

[[aiOutlook.sources]]
source = "felten_aioe"
version = "felten-raj-seamans-aioe"

[[aiOutlook.sources]]
source = "frey_osborne"
version = "frey-osborne-automation"

[[aiOutlook.sources]]
source = "microsoft_working_with_ai"
version = "working-with-ai"

[[aiOutlook.sources]]
source = "openai_gpts_are_gpts"
version = "gpts-are-gpts"

[aiPlaybook]
trustedTaskCount = 3
taskCount = 3
totalSample = 318
autonomyMedian = 4
dominantCollaboration = "directive"
automationShare = 39
augmentationShare = 50
workUsePercent = 22.33
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 33.65

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 30.5

[[aiPlaybook.collaboration]]
label = "learning"
percent = 19.5

[[aiPlaybook.collaboration]]
label = "feedback loop"
percent = 5.35

[[aiPlaybook.useCase]]
label = "personal"
percent = 74.21

[[aiPlaybook.useCase]]
label = "work"
percent = 22.33

[[aiPlaybook.delegatedTasks]]
task = "Train workers in food preparation, and in service, sanitation, and safety procedures."
usagePercent = 0.017102137767220905
collaboration = "learning"
autonomyMedian = 4
sampleCount = 171

[[aiPlaybook.delegatedTasks]]
task = "Specify food portions and courses, production and time sequences, and workstation and equipment arrangements."
usagePercent = 0.01160145018127266
collaboration = "directive"
autonomyMedian = 4
sampleCount = 116

[[aiPlaybook.delegatedTasks]]
task = "Develop departmental objectives, budgets, policies, procedures, and strategies."
usagePercent = 0.0031003875484435553
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 31

[[aiPlaybook.boundaryTasks]]
task = "Develop departmental objectives, budgets, policies, procedures, and strategies."
humanNeededPercent = 100
sampleCount = 31

[[aiPlaybook.boundaryTasks]]
task = "Train workers in food preparation, and in service, sanitation, and safety procedures."
humanNeededPercent = 98.83040935672514
sampleCount = 171

[[aiPlaybook.boundaryTasks]]
task = "Specify food portions and courses, production and time sequences, and workstation and equipment arrangements."
humanNeededPercent = 97.41379310344827
sampleCount = 116

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to train workers in food preparation, and in service, sanitation, and safety procedures, then check my work as I try it myself."
collaboration = "learning"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: specify food portions and courses, production and time sequences, and workstation and equipment arrangements. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: develop departmental objectives, budgets, policies, procedures, and strategies. I'll give feedback as we go."
collaboration = "task iteration"

[counts]
tasks = 26
skills = 45
capabilities = 120
tools = 32
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "802edf2262ed2a63"

[[tasks]]
text = "Compile and balance cash receipts at the end of the day or shift."
type = "Supplemental"
iwa = "4.A.2.a.2.d"

[[tasks]]
text = "Forecast staff, equipment, and supply requirements, based on a master menu."
type = "Supplemental"
iwa = "4.A.2.b.1.h"

[[tasks]]
text = "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."
type = "Supplemental"
iwa = "4.A.2.b.2.d"

[[tasks]]
text = "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."
type = "Supplemental"
iwa = "4.A.4.b.3.d"

[[tasks]]
text = "Record production, operational, and personnel data on specified forms."
type = "Supplemental"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Resolve customer complaints regarding food service."
type = "Core"
iwa = "4.A.4.a.8.c"

[[tasks]]
text = "Estimate ingredients and supplies required to prepare a recipe."
type = "Supplemental"
iwa = "4.A.2.b.1.h"

[[tasks]]
text = "Train workers in food preparation, and in service, sanitation, and safety procedures."
type = "Core"
iwa = "4.A.4.b.3.d"

[[tasks]]
text = "Assign duties, responsibilities, and work stations to employees in accordance with work requirements."
type = "Core"
iwa = "4.A.4.b.4.j"

[[tasks]]
text = "Present bills and accept payments."
type = "Core"
iwa = "4.A.4.c.1.c"

[[tasks]]
text = "Perform food preparation and serving duties, such as carving meat, preparing flambe dishes, or serving wine and liquor."
type = "Supplemental"
iwa = "4.A.3.a.2.c"

[[tasks]]
text = "Purchase or requisition supplies and equipment needed to ensure quality and timely delivery of services."
type = "Supplemental"
iwa = "4.A.4.c.3.e"

[[activities]]
name = "Manage food service operations or parts of operations."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Clean food preparation areas, facilities, or equipment."
iwa = "4.A.3.a.1.c"

[[activities]]
name = "Monitor food services operations to ensure procedures are followed."
iwa = "4.A.1.a.2.b"

[[activities]]
name = "Perform human resources activities."
iwa = "4.A.4.c.2.b"

[[activities]]
name = "Train food preparation or food service personnel."
iwa = "4.A.4.b.3.d"

[[activities]]
name = "Cut cooked or raw foods."
iwa = "4.A.3.a.2.c"

[[activities]]
name = "Prepare foods for cooking or serving."
iwa = "4.A.3.a.2.c"

[[activities]]
name = "Record operational or production data."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Plan menu options."
iwa = "4.A.2.b.2.d"

[[activities]]
name = "Balance receipts."
iwa = "4.A.2.a.2.d"

[[activities]]
name = "Communicate with customers to resolve complaints or ensure satisfaction."
iwa = "4.A.4.a.8.c"

[[activities]]
name = "Inspect facilities, equipment or supplies to ensure conformance to standards."
iwa = "4.A.1.b.2.e"

[[activities]]
name = "Maintain food, beverage, or equipment inventories."
iwa = "4.A.4.c.3.a"

[[activities]]
name = "Coordinate activities of food service staff."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Estimate supplies, ingredients, or staff requirements for food preparation activities."
iwa = "4.A.2.b.1.h"

[[activities]]
name = "Coordinate timing of food production activities."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Present food or beverage information or menus to customers."
iwa = "4.A.4.a.3.c"

[[activities]]
name = "Assist customers with seating arrangements."
iwa = "4.A.4.a.5.j"

[[activities]]
name = "Process customer bills or payments."
iwa = "4.A.4.c.1.c"

[[activities]]
name = "Order materials, supplies, or equipment."
iwa = "4.A.4.c.3.e"

[[activities]]
name = "Schedule dining reservations."
iwa = "4.A.2.b.5.a"

[[activities]]
name = "Schedule equipment maintenance."
iwa = "4.A.2.b.5.b"

[[activities]]
name = "Evaluate quality of materials or products."
iwa = "4.A.2.a.1.e"

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.14

[[capabilities]]
name = "Management of Personnel Resources"
family = "transferable_skill"
value = 4

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 4

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 4

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3.88

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.88

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.75

[[capabilities]]
name = "Instructing"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.75

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.62

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.58

[[capabilities]]
name = "Food Production"
family = "knowledge"
value = 3.51

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.5

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.5

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.34

[[capabilities]]
name = "Sales and Marketing"
family = "knowledge"
value = 3.31

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.29

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.25

[[capabilities]]
name = "Personnel and Human Resources"
family = "knowledge"
value = 3.13

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.12

[[capabilities]]
name = "Learning Strategies"
family = "essential_skill"
value = 3.12

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Negotiation"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 3.12

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 3

[[capabilities]]
name = "Mathematics"
family = "essential_skill"
value = 3

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3

[[capabilities]]
name = "Persuasion"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Systems Evaluation"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Management of Material Resources"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3

[[skills]]
name = "Instructing"
type = "Specialized Skill"

[[skills]]
name = "Deductive Reasoning"
type = "Common Skill"

[[skills]]
name = "Active Listening"
type = "Common Skill"

[[skills]]
name = "Speech Recognition"
type = "Specialized Skill"

[[skills]]
name = "English Language"
type = "Common Skill"

[[skills]]
name = "Reading Comprehension"
type = "Common Skill"

[[skills]]
name = "Time Management"
type = "Common Skill"

[[skills]]
name = "Social Perceptiveness"
type = "Common Skill"

[[skills]]
name = "Negotiation"
type = "Common Skill"

[[skills]]
name = "Learning Strategies"
type = "Specialized Skill"

[[skills]]
name = "Critical Thinking"
type = "Common Skill"

[[skills]]
name = "Writing"
type = "Common Skill"

[[skills]]
name = "Visualization"
type = "Specialized Skill"

[[skills]]
name = "Systems Analysis"
type = "Specialized Skill"

[[skills]]
name = "Microsoft Word"
type = "Common Skill"

[[skills]]
name = "Microsoft Project"
type = "Specialized Skill"

[[skills]]
name = "Microsoft PowerPoint"
type = "Common Skill"

[[skills]]
name = "Microsoft Outlook"
type = "Common Skill"

[[skills]]
name = "Microsoft Excel"
type = "Common Skill"

[[skills]]
name = "Mathematics"
type = "Common Skill"

[[skills]]
name = "Information Ordering"
type = "Specialized Skill"

[[skills]]
name = "Inductive Reasoning"
type = "Common Skill"

[[skills]]
name = "Complex Problem Solving"
type = "Common Skill"

[[skills]]
name = "Active Learning"
type = "Common Skill"

[[skills]]
name = "Finger Dexterity"
type = "Common Skill"

[[skills]]
name = "Psychology"
type = "Specialized Skill"

[[skills]]
name = "Foreign Language"
type = "Common Skill"

[[skills]]
name = "Microsoft Publisher"
type = "Specialized Skill"

[[skills]]
name = "Microsoft Dynamics"
type = "Specialized Skill"

[[skills]]
name = "Evernote"
type = "Specialized Skill"

[[skills]]
name = "Depth Perception"
type = "Common Skill"

[[skills]]
name = "ADP Workforce Now"
type = "Specialized Skill"

[[skills]]
name = "Telecommunications"
type = "Specialized Skill"

[[skills]]
name = "Chemistry"
type = "Specialized Skill"

[[skills]]
name = "Physics"
type = "Specialized Skill"

[[skills]]
name = "Geography"
type = "Specialized Skill"

[[skills]]
name = "Biology"
type = "Specialized Skill"

[[skills]]
name = "Equipment Maintenance"
type = "Specialized Skill"

[[skills]]
name = "Equipment Selection"
type = "Specialized Skill"

[[skills]]
name = "Project Management Software"
type = "Specialized Skill"

[[tools]]
example = "Microsoft Excel"
category = "Spreadsheet software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Office software"
category = "Office suite software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Outlook"
category = "Electronic mail software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft PowerPoint"
category = "Presentation software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Project"
category = "Project management software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Word"
category = "Word processing software"
hot = true
inDemand = false

[[tools]]
example = "ADP Workforce Now"
category = "Human resources software"
hot = false
inDemand = false

[[tools]]
example = "CaterPro"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "CBORD Foodservice Suite"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "CBORD Group Menu Management System"
category = "Inventory management software"
hot = false
inDemand = false

[[tools]]
example = "Compeat Restaurant Accounting Systems"
category = "Accounting software"
hot = false
inDemand = false

[[tools]]
example = "Compris Advanced Manager's Workstation"
category = "Point of sale POS software"
hot = false
inDemand = false

[[tools]]
example = "Compris software"
category = "Point of sale POS software"
hot = false
inDemand = false

[[tools]]
example = "CostGuard"
category = "Accounting software"
hot = false
inDemand = false

[[tools]]
example = "Delphi Technology"
category = "Financial analysis software"
hot = false
inDemand = false

[[tools]]
example = "Evernote"
category = "Word processing software"
hot = false
inDemand = false

[[tools]]
example = "IBM Domino"
category = "Communications server software"
hot = false
inDemand = false

[[tools]]
example = "Intuit QuickBooks Point of Sale"
category = "Point of sale POS software"
hot = false
inDemand = false

[[tools]]
example = "MICROS Systems HSI Profits Series"
category = "Point of sale POS software"
hot = false
inDemand = false

[[tools]]
example = "Microsoft Dynamics"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "Microsoft Publisher"
category = "Desktop publishing software"
hot = false
inDemand = false

[[tools]]
example = "NCR Advanced Checkout Solution"
category = "Point of sale POS software"
hot = false
inDemand = false

[[tools]]
example = "NCR NeighborhoodPOS"
category = "Point of sale POS software"
hot = false
inDemand = false

[[tools]]
example = "Ordering and purchasing software"
category = "Procurement software"
hot = false
inDemand = false

[[tools]]
example = "ParTech PixelPoint POS"
category = "Point of sale POS software"
hot = false
inDemand = false

[[tools]]
example = "Quizlet"
category = "Computer based training software"
hot = false
inDemand = false

[[tools]]
example = "Regnow Chrysanth Inventory Manager"
category = "Inventory management software"
hot = false
inDemand = false

[[tools]]
example = "Restaurant Operations & Management Spreadsheet Library"
category = "Spreadsheet software"
hot = false
inDemand = false

[[tools]]
example = "Sage 50 Accounting"
category = "Accounting software"
hot = false
inDemand = false

[[tools]]
example = "SoftCafe ScheduleWriter"
category = "Human resources software"
hot = false
inDemand = false

[[tools]]
example = "Staff scheduling software"
category = "Calendar and scheduling software"
hot = false
inDemand = false

[[tools]]
example = "The General Store"
category = "Point of sale POS software"
hot = false
inDemand = false

[[workContext]]
name = "Telephone Conversations"
value = 4.7

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.68

[[workContext]]
name = "Contact With Others"
value = 4.58

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.43

[[workContext]]
name = "Physical Proximity"
value = 4.36

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 4.1

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.1

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.92

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 3.85

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.85

[[workContext]]
name = "Spend Time Standing"
value = 3.75

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.74

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.72

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.7

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.66

[[workContext]]
name = "Public Speaking"
value = 3.58

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.58

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.48

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.46

[[workContext]]
name = "Time Pressure"
value = 3.44

[[workContext]]
name = "Frequency of Decision Making"
value = 3.27

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 3.17

[[workContext]]
name = "Conflict Situations"
value = 3.16

[[workContext]]
name = "E-Mail"
value = 3.07

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 2.98

[[workContext]]
name = "Consequence of Error"
value = 2.93

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 2.81

[[workContext]]
name = "Degree of Automation"
value = 2.71

[[workContext]]
name = "Level of Competition"
value = 2.69

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 2.64

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.52

[[workContext]]
name = "Written Letters and Memos"
value = 1.99

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.98

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 1.88

[[workContext]]
name = "Spend Time Sitting"
value = 1.87

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 1.82

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.72

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 1.61

[[workContext]]
name = "Spend Time Keeping or Regaining Balance"
value = 1.5

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 1.37

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 6.36

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 5.85

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.72

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 4.6

[[personFit]]
name = "Culinary Art"
family = "specific_interest_area"
value = 4.11

[[personFit]]
name = "Dependability"
family = "work_style"
value = 4

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 3.76

[[personFit]]
name = "Human Resources"
family = "specific_interest_area"
value = 3.64

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 3.37

[[personFit]]
name = "Business Initiatives"
family = "specific_interest_area"
value = 3.04

[[personFit]]
name = "Cooperation"
family = "work_style"
value = 3

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 2.96

[[personFit]]
name = "Leadership Orientation"
family = "work_style"
value = 2.49

[[personFit]]
name = "Teaching/Education"
family = "specific_interest_area"
value = 2.18

[[personFit]]
name = "Social Orientation"
family = "work_style"
value = 2.13

[[personFit]]
name = "Finance"
family = "specific_interest_area"
value = 2.12

[[relatedRoles]]
socCode = "39-1014.00"
slug = "role-39-1014-00"
title = "First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "37-1011.00"
slug = "role-37-1011-00"
title = "First-Line Supervisors of Housekeeping and Janitorial Workers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "45-1011.00"
slug = "role-45-1011-00"
title = "First-Line Supervisors of Farming, Fishing, and Forestry Workers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "41-1012.00"
slug = "role-41-1012-00"
title = "First-Line Supervisors of Non-Retail Sales Workers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-1011.00"
slug = "role-51-1011-00"
title = "First-Line Supervisors of Production and Operating Workers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "43-1011.00"
slug = "role-43-1011-00"
title = "First-Line Supervisors of Office and Administrative Support Workers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "41-1011.00"
slug = "role-41-1011-00"
title = "First-Line Supervisors of Retail Sales Workers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-1011.00"
slug = "role-49-1011-00"
title = "First-Line Supervisors of Mechanics, Installers, and Repairers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "53-1044.00"
slug = "role-53-1044-00"
title = "First-Line Supervisors of Passenger Attendants"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "53-1042.00"
slug = "role-53-1042-00"
title = "First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "53-1043.00"
slug = "role-53-1043-00"
title = "First-Line Supervisors of Material-Moving Machine and Vehicle Operators"
tier = "Supplemental"

[[relatedRoles]]
socCode = "39-1022.00"
slug = "role-39-1022-00"
title = "First-Line Supervisors of Personal Service Workers"
tier = "Supplemental"

[[careerClusters]]
cluster = "Hospitality, Events, & Tourism"
slug = "hospitality-events-tourism"

[[studyPrograms]]
title = "Culinary, Entertainment, and Personal Services"
slug = "culinary-entertainment-and-personal-services"

[[studyPrograms]]
title = "Family and Consumer Sciences/Human Sciences"
slug = "family-and-consumer-sciences-human-sciences"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.63
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.2575492
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.5156132
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.1501443
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
