entityType = "role"
schemaVersion = "role.v1"
slug = "role-35-2012-00"
socCode = "35-2012.00"
title = "Cooks, Institution and Cafeteria"
summary = "Prepare and cook large quantities of food for institutions, such as schools, hospitals, or cafeterias."
aliases = ["Cafeteria Cook", "Cook", "Dietary Cook", "School Cook", "Dinner Cook", "Food Service Specialist", "Food Service Worker", "Prep Cook (Preparatory Cook)", "Sous Chef", "Boarding House Cook", "Camp Cook", "Culinary Specialist"]
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 = 71.14

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 14.21

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 6.78

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 5.85

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 1.94

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 0.08

[educationLevel]
category = "No formal educational credential"
slug = "no-formal-educational-credential"

[market]
medianWage = 36450
meanWage = 37310
pct10Wage = 26800
pct25Wage = 30530
pct75Wage = 42860
pct90Wage = 48320
employment = 448260
areaTitle = "U.S."

[industries]
count = 28

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 172560
medianWage = 37280
lq = 2.57

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 144720
medianWage = 34010
lq = 3.65

[[industries.top]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 86900
medianWage = 37560
lq = 2.1

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 6300
medianWage = 35010
lq = 0.24

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 6200
medianWage = 29410
lq = 0.14

[[industries.top]]
naics = "623220"
slug = "623220"
title = "Residential Mental Health and Substance Abuse Facilities"
level = "National industry"
employment = 4420
medianWage = 39810
lq = 5.88

[[industries.top]]
naics = "624120"
slug = "624120"
title = "Services for the Elderly and Persons with Disabilities"
level = "National industry"
employment = 4160
medianWage = 32860
lq = 0.59

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 3600
medianWage = 36880
lq = 0.47

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 3520
medianWage = 36210
lq = 0.27

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 2730
medianWage = 35620
lq = 0.35

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 1590
medianWage = 38880
lq = 0.23

[[industries.top]]
naics = "623210"
slug = "623210"
title = "Residential Intellectual and Developmental Disability Facilities"
level = "National industry"
employment = 1220
medianWage = 35180
lq = 1.08

[[industries.concentrated]]
naics = "623220"
slug = "623220"
title = "Residential Mental Health and Substance Abuse Facilities"
level = "National industry"
employment = 4420
lq = 5.88

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 144720
lq = 3.65

[[industries.concentrated]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 172560
lq = 2.57

[[industries.concentrated]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 86900
lq = 2.1

[[industries.concentrated]]
naics = "623210"
slug = "623210"
title = "Residential Intellectual and Developmental Disability Facilities"
level = "National industry"
employment = 1220
lq = 1.08

[[industries.concentrated]]
naics = "621420"
slug = "621420"
title = "Outpatient Mental Health and Substance Abuse Centers"
level = "National industry"
employment = 700
lq = 0.78

[[industries.concentrated]]
naics = "624120"
slug = "624120"
title = "Services for the Elderly and Persons with Disabilities"
level = "National industry"
employment = 4160
lq = 0.59

[[industries.concentrated]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 3600
lq = 0.47

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

[aiOutlook.index]
value = 25
percentile = 22
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 30
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 25
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 19
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.83
percentile = 68
band = "High"
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 = 0.034482758620689655
beta = 0.12068965517241378
gamma = 0.20689655172413793

[aiOutlook.bls]
growthPercent = 2
growthPercentile = 40
direction = "About average"
annualOpeningsThousands = 69.7
annualOpeningsPercentile = 92
employment2024Thousands = 466.1
employment2034Thousands = 475.4

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.6360813
percentile = 30
band = "Low"
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 = 0.20689655172413793
percentile = 25
band = "Low"
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 = 0.07204160944656524
percentile = 19
band = "Low"
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 = "Clean, cut, and cook meat, fish, or poultry."
usagePercent = 0.0018487401862708444
importance = 4.54

[[aiOutlook.usageTasks]]
task = "Determine meal prices, based on calculations of ingredient prices."
usagePercent = 0.0018487401862708444
importance = 3.72

[[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"

[counts]
tasks = 17
skills = 33
capabilities = 120
tools = 6
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "1df64cdbc86a56b6"

[[tasks]]
text = "Monitor and record food temperatures to ensure food safety."
type = "Core"
iwa = "4.A.1.a.2.b"

[[tasks]]
text = "Cook foodstuffs according to menus, special dietary or nutritional restrictions, or numbers of portions to be served."
type = "Core"
iwa = "4.A.3.a.2.c"

[[tasks]]
text = "Rotate and store food supplies."
type = "Core"
iwa = "4.A.3.a.1.j"

[[tasks]]
text = "Wash pots, pans, dishes, utensils, or other cooking equipment."
type = "Core"
iwa = "4.A.3.a.1.h"

[[tasks]]
text = "Apportion and serve food to facility residents, employees, or patrons."
type = "Core"
iwa = "4.A.3.a.1.o"

[[tasks]]
text = "Clean and inspect galley equipment, kitchen appliances, and work areas to ensure cleanliness and functional operation."
type = "Core"
iwa = "4.A.1.b.2.e"

[[tasks]]
text = "Clean, cut, and cook meat, fish, or poultry."
type = "Core"
iwa = "4.A.3.a.2.c"

[[tasks]]
text = "Monitor use of government food commodities to ensure that proper procedures are followed."
type = "Supplemental"
iwa = "4.A.1.a.2.b"

[[tasks]]
text = "Direct activities of one or more workers who assist in preparing and serving meals."
type = "Core"
iwa = "4.A.4.b.4.j"

[[tasks]]
text = "Plan menus that are varied, nutritionally balanced, and appetizing, taking advantage of foods in season and local availability."
type = "Supplemental"
iwa = "4.A.2.b.2.d"

[[tasks]]
text = "Monitor menus and spending to ensure that meals are prepared economically."
type = "Supplemental"
iwa = "4.A.1.a.2.b"

[[tasks]]
text = "Compile and maintain records of food use and expenditures."
type = "Supplemental"
iwa = "4.A.3.b.6.h"

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

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

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

[[activities]]
name = "Move equipment, supplies or food to required locations."
iwa = "4.A.3.a.1.j"

[[activities]]
name = "Store supplies or goods in kitchens or storage areas."
iwa = "4.A.3.a.2.ak"

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

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

[[activities]]
name = "Serve food or beverages."
iwa = "4.A.3.a.1.o"

[[activities]]
name = "Cook foods."
iwa = "4.A.3.a.2.c"

[[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 = "Clean tableware."
iwa = "4.A.3.a.1.h"

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

[[activities]]
name = "Prepare breads or doughs."
iwa = "4.A.3.a.2.c"

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

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

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

[[activities]]
name = "Determine prices for menu items."
iwa = "4.A.2.b.1.a"

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.6

[[capabilities]]
name = "Food Production"
family = "knowledge"
value = 3.58

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.56

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.54

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.34

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 3.25

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.25

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 3.12

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 3.12

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.12

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

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.12

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.12

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.12

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.12

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.12

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.06

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

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3

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

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

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3

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

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

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

[[capabilities]]
name = "Visualization"
family = "ability"
value = 3

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3

[[capabilities]]
name = "Time Sharing"
family = "ability"
value = 3

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 3

[[capabilities]]
name = "Finger Dexterity"
family = "ability"
value = 3

[[capabilities]]
name = "Trunk Strength"
family = "ability"
value = 3

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 2.99

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 2.88

[[capabilities]]
name = "Mathematics"
family = "essential_skill"
value = 2.88

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 2.88

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "GNOME Gnutrition"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "IBM Lotus 1-2-3"
category = "Spreadsheet software"
hot = false
inDemand = false

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

[[tools]]
example = "PCS Revenue Control Systems FASTRAK School Meal Software"
category = "Point of sale POS software"
hot = false
inDemand = false

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.8

[[workContext]]
name = "Spend Time Standing"
value = 4.72

[[workContext]]
name = "Contact With Others"
value = 4.62

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.62

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.47

[[workContext]]
name = "Time Pressure"
value = 4.4

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.29

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 4.23

[[workContext]]
name = "Spend Time Walking or Running"
value = 4.06

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.01

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.92

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.86

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 3.84

[[workContext]]
name = "Physical Proximity"
value = 3.79

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.78

[[workContext]]
name = "Frequency of Decision Making"
value = 3.78

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.73

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

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.65

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.61

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.34

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.31

[[workContext]]
name = "Consequence of Error"
value = 3.25

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.21

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 3.21

[[workContext]]
name = "Telephone Conversations"
value = 3.17

[[workContext]]
name = "Conflict Situations"
value = 2.81

[[workContext]]
name = "Exposed to Disease or Infections"
value = 2.7

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.61

[[workContext]]
name = "Exposed to Contaminants"
value = 2.6

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.44

[[workContext]]
name = "Written Letters and Memos"
value = 2.35

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 2.23

[[workContext]]
name = "E-Mail"
value = 2.07

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 2.05

[[workContext]]
name = "Degree of Automation"
value = 2

[[workContext]]
name = "Level of Competition"
value = 1.97

[[workContext]]
name = "Spend Time Keeping or Regaining Balance"
value = 1.83

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 1.81

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 1.81

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.9

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.35

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 3.76

[[personFit]]
name = "Culinary Art"
family = "specific_interest_area"
value = 3.44

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 3.17

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 3.16

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.65

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 2.32

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.08

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 2.01

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 1.97

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 1.83

[[personFit]]
name = "Human Resources"
family = "specific_interest_area"
value = 1.75

[[personFit]]
name = "Health Care Service"
family = "specific_interest_area"
value = 1.69

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 1.58

[[personFit]]
name = "Cooperation"
family = "work_style"
value = 1.57

[[relatedRoles]]
socCode = "35-2014.00"
slug = "role-35-2014-00"
title = "Cooks, Restaurant"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "35-2021.00"
slug = "role-35-2021-00"
title = "Food Preparation Workers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "35-2013.00"
slug = "role-35-2013-00"
title = "Cooks, Private Household"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "35-2015.00"
slug = "role-35-2015-00"
title = "Cooks, Short Order"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "35-1011.00"
slug = "role-35-1011-00"
title = "Chefs and Head Cooks"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "35-2011.00"
slug = "role-35-2011-00"
title = "Cooks, Fast Food"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-3011.00"
slug = "role-51-3011-00"
title = "Bakers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "11-9051.00"
slug = "role-11-9051-00"
title = "Food Service Managers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "35-3023.00"
slug = "role-35-3023-00"
title = "Fast Food and Counter Workers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "35-1012.00"
slug = "role-35-1012-00"
title = "First-Line Supervisors of Food Preparation and Serving Workers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "35-3041.00"
slug = "role-35-3041-00"
title = "Food Servers, Nonrestaurant"
tier = "Supplemental"

[[relatedRoles]]
socCode = "51-3021.00"
slug = "role-51-3021-00"
title = "Butchers and Meat Cutters"
tier = "Supplemental"

[[careerClusters]]
cluster = "Healthcare & Human Services"
slug = "healthcare-human-services"

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

[[careerClusters]]
cluster = "Management & Entrepreneurship"
slug = "management-entrepreneurship"

[[careerClusters]]
cluster = "Public Service & Safety"
slug = "public-service-safety"

[[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 = 0.83
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.6360813
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.7715341
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.5586923
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
