entityType = "role"
schemaVersion = "role.v1"
slug = "role-35-2015-00"
socCode = "35-2015.00"
title = "Cooks, Short Order"
summary = "Prepare and cook to order a variety of foods that require only a short preparation time. May take orders from customers and serve patrons at counters or tables."
aliases = ["Cook", "Grill Cook", "Line Cook", "Short Order Cook", "Broiler Cook", "Deli Cook (Delicatessen Cook)", "Food and Beverage Attendant", "Pizza Maker", "Prep Cook (Preparation Cook)", "Snack Bar Cook", "Barbecue Cook", "Bed and Breakfast Cook (B&B Cook)"]
emergingTasks = []
studyPrograms = []

[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 = 66.35

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 14.43

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 9.47

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 7.38

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 2.38

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

[market]
medianWage = 35620
meanWage = 35660
pct10Wage = 23770
pct25Wage = 30160
pct75Wage = 39990
pct90Wage = 46010
employment = 150420
areaTitle = "U.S."

[industries]
count = 19

[[industries.top]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 124350
medianWage = 35620
lq = 8.95

[[industries.top]]
naics = "722511"
slug = "722511"
title = "Full-Service Restaurants"
level = "National industry"
employment = 36820
medianWage = 34740
lq = 7.04

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 14940
medianWage = 35170
lq = 0.98

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 5670
medianWage = 33390
lq = 2.2

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 1360
medianWage = 37190
lq = 0.11

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 1250
medianWage = 30540
lq = 0.29

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 1030
medianWage = 44430
lq = 0.05

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 640
medianWage = 39760
lq = 0.07

[[industries.top]]
naics = "713940"
slug = "713940"
title = "Fitness and Recreational Sports Centers"
level = "National industry"
employment = 490
medianWage = 39200
lq = 0.8

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 480
medianWage = 43680
lq = 0.19

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 360
medianWage = 46860
lq = 0.13

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 320
medianWage = 29420
lq = 0.05

[[industries.concentrated]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 124350
lq = 8.95

[[industries.concentrated]]
naics = "722511"
slug = "722511"
title = "Full-Service Restaurants"
level = "National industry"
employment = 36820
lq = 7.04

[[industries.concentrated]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 5670
lq = 2.2

[[industries.concentrated]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 14940
lq = 0.98

[[industries.concentrated]]
naics = "721120"
slug = "721120"
title = "Casino Hotels"
level = "National industry"
employment = 320
lq = 0.97

[[industries.concentrated]]
naics = "713940"
slug = "713940"
title = "Fitness and Recreational Sports Centers"
level = "National industry"
employment = 490
lq = 0.8

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 1250
lq = 0.29

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 480
lq = 0.19

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

[aiOutlook.index]
value = 27
percentile = 25
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 32
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 3
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 47
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.94
percentile = 86
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
beta = 0
gamma = 0

[aiOutlook.bls]
growthPercent = -5.6
growthPercentile = 11
direction = "Declining"
annualOpeningsThousands = 20.6
annualOpeningsPercentile = 78
employment2024Thousands = 151.1
employment2034Thousands = 142.7

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.5933817
percentile = 32
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
percentile = 3
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 = 0.14188318165315575
percentile = 47
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 = "Take orders from customers and cook foods requiring short preparation times, according to customer requirements."
usagePercent = 0.004724558253803269
importance = 4.2

[[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 = 2
taskCount = 3
totalSample = 84
autonomyMedian = 3.5
dominantCollaboration = "directive"
automationShare = 31.75
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 31.75

[[aiPlaybook.useCase]]
label = "personal"
percent = 90.48

[[aiPlaybook.delegatedTasks]]
task = "Plan work on orders so that items served together are finished at the same time."
usagePercent = 0.003300412551568946
autonomyMedian = 4
sampleCount = 33

[[aiPlaybook.delegatedTasks]]
task = "Take orders from customers and cook foods requiring short preparation times, according to customer requirements."
usagePercent = 0.0030003750468808603
collaboration = "directive"
autonomyMedian = 3
sampleCount = 30

[[aiPlaybook.boundaryTasks]]
task = "Plan work on orders so that items served together are finished at the same time."
humanNeededPercent = 100
sampleCount = 33

[[aiPlaybook.boundaryTasks]]
task = "Take orders from customers and cook foods requiring short preparation times, according to customer requirements."
humanNeededPercent = 100
sampleCount = 30

[[aiPlaybook.seedPrompts]]
prompt = "Help me with this part of my job: plan work on orders so that items served together are finished at the same time"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: take orders from customers and cook foods requiring short preparation times, according to customer requirements. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 11
skills = 31
capabilities = 120
tools = 5
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "e1325ca7b0187e2a"

[[tasks]]
text = "Clean food preparation equipment, work areas, and counters or tables."
type = "Core"
iwa = "4.A.3.a.1.c"

[[tasks]]
text = "Grill and garnish hamburgers or other meats, such as steaks and chops."
type = "Supplemental"
iwa = "4.A.3.a.2.c"

[[tasks]]
text = "Restock kitchen supplies, rotate food, and stamp the time and date on food in coolers."
type = "Core"
iwa = "4.A.3.a.2.ak"

[[tasks]]
text = "Complete orders from steam tables, placing food on plates and serving customers at tables or counters."
type = "Core"
iwa = "4.A.3.a.1.o"

[[tasks]]
text = "Plan work on orders so that items served together are finished at the same time."
type = "Core"
iwa = "4.A.4.b.4.j"

[[tasks]]
text = "Grill, cook, and fry foods such as french fries, eggs, and pancakes."
type = "Core"
iwa = "4.A.3.a.2.c"

[[tasks]]
text = "Perform food preparation tasks, such as making sandwiches, carving meats, making soups or salads, baking breads or desserts, and brewing coffee or tea."
type = "Core"
iwa = "4.A.3.a.2.c"

[[tasks]]
text = "Perform general cleaning activities in kitchen and dining areas."
type = "Core"
iwa = "4.A.3.a.1.c"

[[tasks]]
text = "Take orders from customers and cook foods requiring short preparation times, according to customer requirements."
type = "Core"
iwa = "4.A.3.a.2.c"

[[tasks]]
text = "Order supplies and stock them on shelves."
type = "Supplemental"
iwa = "4.A.3.a.2.ak"

[[tasks]]
text = "Accept payments, and make change or write charge slips as necessary."
type = "Supplemental"
iwa = "4.A.4.c.1.c"

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

[[activities]]
name = "Prepare hot or cold beverages."
iwa = "4.A.3.a.2.c"

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

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

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

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

[[activities]]
name = "Take customer orders."
iwa = "4.A.4.c.1.c"

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

[[activities]]
name = "Arrange food for serving."
iwa = "4.A.3.a.2.c"

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

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

[[capabilities]]
name = "Food Production"
family = "knowledge"
value = 3.98

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 3.5

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.5

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.41

[[capabilities]]
name = "Trunk Strength"
family = "ability"
value = 3.25

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.21

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.12

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.12

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

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

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 3.12

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

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

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3

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

[[capabilities]]
name = "Control Precision"
family = "ability"
value = 3

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 2.88

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

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 2.88

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 2.88

[[capabilities]]
name = "Far Vision"
family = "ability"
value = 2.88

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 2.88

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 2.75

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 2.75

[[capabilities]]
name = "Extent Flexibility"
family = "ability"
value = 2.75

[[capabilities]]
name = "Visual Color Discrimination"
family = "ability"
value = 2.75

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 2.75

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 2.62

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 2.62

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 2.62

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 2.62

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 2.62

[[capabilities]]
name = "Auditory Attention"
family = "ability"
value = 2.62

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 2.59

[[capabilities]]
name = "Memorization"
family = "ability"
value = 2.5

[[capabilities]]
name = "Multilimb Coordination"
family = "ability"
value = 2.5

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Aldelo Systems Aldelo for Restaurants Pro"
category = "Point of sale POS software"
hot = false
inDemand = false

[[tools]]
example = "Foodman Home-Delivery"
category = "Point of sale POS software"
hot = false
inDemand = false

[[tools]]
example = "Inventory control software"
category = "Inventory management software"
hot = false
inDemand = false

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

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

[[workContext]]
name = "Spend Time Standing"
value = 4.75

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.66

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.45

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.11

[[workContext]]
name = "Physical Proximity"
value = 4.06

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 4.02

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.92

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.81

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 3.76

[[workContext]]
name = "Contact With Others"
value = 3.66

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.52

[[workContext]]
name = "Time Pressure"
value = 3.52

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

[[workContext]]
name = "Frequency of Decision Making"
value = 3.43

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 3.34

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.33

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.31

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.27

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 3.25

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.17

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.13

[[workContext]]
name = "Exposed to Contaminants"
value = 2.89

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.87

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.63

[[workContext]]
name = "Telephone Conversations"
value = 2.59

[[workContext]]
name = "Level of Competition"
value = 2.57

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.55

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.42

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.36

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.35

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.26

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 2.16

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 2.03

[[workContext]]
name = "Written Letters and Memos"
value = 2

[[workContext]]
name = "Conflict Situations"
value = 2

[[workContext]]
name = "Spend Time Keeping or Regaining Balance"
value = 1.86

[[workContext]]
name = "Consequence of Error"
value = 1.86

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 1.84

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 1.84

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 1.63

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 6.13

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.37

[[personFit]]
name = "Culinary Art"
family = "specific_interest_area"
value = 4.33

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 3.84

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 3.68

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 3.19

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 2.54

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 2.27

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.11

[[personFit]]
name = "Sales"
family = "specific_interest_area"
value = 1.81

[[personFit]]
name = "Stress Tolerance"
family = "work_style"
value = 1.8

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 1.6

[[personFit]]
name = "Self-Control"
family = "work_style"
value = 1.47

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 1.38

[[personFit]]
name = "Cooperation"
family = "work_style"
value = 1.28

[[personFit]]
name = "Social Orientation"
family = "work_style"
value = 1.27

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

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

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

[[relatedRoles]]
socCode = "35-2012.00"
slug = "role-35-2012-00"
title = "Cooks, Institution and Cafeteria"
tier = "Primary-Short"

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

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

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

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

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

[[relatedRoles]]
socCode = "51-3093.00"
slug = "role-51-3093-00"
title = "Food Cooking Machine Operators and Tenders"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "35-9021.00"
slug = "role-35-9021-00"
title = "Dishwashers"
tier = "Supplemental"

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

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.94
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.5933817
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.7271932
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.5674362
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
