entityType = "role"
schemaVersion = "role.v1"
slug = "role-51-3011-00"
socCode = "51-3011.00"
title = "Bakers"
summary = "Mix and bake ingredients to produce breads, rolls, cookies, cakes, pies, pastries, or other baked goods."
aliases = ["Baker", "Dough Mixer", "Mixer", "Pastry Chef", "Cake Decorator", "Scaler", "Bagel Maker", "Bakery Associate", "Bakery Clerk", "Bakery Team Member", "Bread Baker", "Donut Maker"]
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 = 57.5

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 24.97

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

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 8.06

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

[market]
medianWage = 36650
meanWage = 37670
pct10Wage = 27560
pct25Wage = 31470
pct75Wage = 42570
pct90Wage = 48260
employment = 231890
areaTitle = "U.S."

[industries]
count = 15

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 80220
medianWage = 36570
lq = 4.18

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 73240
medianWage = 37170
lq = 3.12

[[industries.top]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 66410
medianWage = 35780
lq = 3.1

[[industries.top]]
naics = "722511"
slug = "722511"
title = "Full-Service Restaurants"
level = "National industry"
employment = 13190
medianWage = 37160
lq = 1.64

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 2370
medianWage = 33860
lq = 0.26

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 1810
medianWage = 35230
lq = 0.45

[[industries.top]]
naics = "721120"
slug = "721120"
title = "Casino Hotels"
level = "National industry"
employment = 1000
medianWage = 48980
lq = 1.97

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 980
medianWage = 39120
lq = 0.05

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 800
medianWage = 42030
lq = 0.2

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 700
medianWage = 39070
lq = 0.02

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 330
medianWage = 39640
lq = 0.03

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 200
medianWage = 41530
lq = 0.03

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 80220
lq = 4.18

[[industries.concentrated]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 73240
lq = 3.12

[[industries.concentrated]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 66410
lq = 3.1

[[industries.concentrated]]
naics = "721120"
slug = "721120"
title = "Casino Hotels"
level = "National industry"
employment = 1000
lq = 1.97

[[industries.concentrated]]
naics = "722511"
slug = "722511"
title = "Full-Service Restaurants"
level = "National industry"
employment = 13190
lq = 1.64

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 1810
lq = 0.45

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 2370
lq = 0.26

[[industries.concentrated]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 800
lq = 0.2

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

[aiOutlook.index]
value = 34
percentile = 32
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

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

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

[[aiOutlook.index.components]]
percentile = 27
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.89
percentile = 76
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 = 0.14705882352941177
beta = 0.2647058823529412
gamma = 0.38235294117647056

[aiOutlook.bls]
growthPercent = 5.6
growthPercentile = 78
direction = "About average"
annualOpeningsThousands = 39.9
annualOpeningsPercentile = 87
employment2024Thousands = 249.1
employment2034Thousands = 263.2

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.3852989
percentile = 37
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 = 0.38235294117647056
percentile = 37
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 = 0.09054184843832462
percentile = 27
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 = "Develop new recipes for baked goods."
usagePercent = 0.007394960745083378
importance = 3.41

[[aiOutlook.usageTasks]]
task = "Adapt the quantity of ingredients to match the amount of items to be baked."
usagePercent = 0.0031839414319108986
importance = 4.37

[[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 = 218
autonomyMedian = 4
dominantCollaboration = "task iteration"
automationShare = 20.18
augmentationShare = 45.41
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 31.65

[[aiPlaybook.collaboration]]
label = "directive"
percent = 20.18

[[aiPlaybook.collaboration]]
label = "learning"
percent = 13.76

[[aiPlaybook.useCase]]
label = "personal"
percent = 88.53

[[aiPlaybook.delegatedTasks]]
task = "Develop new recipes for baked goods."
usagePercent = 0.01350168771096387
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 135

[[aiPlaybook.delegatedTasks]]
task = "Adapt the quantity of ingredients to match the amount of items to be baked."
usagePercent = 0.005000625078134767
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 50

[[aiPlaybook.delegatedTasks]]
task = "Measure or weigh flour or other ingredients to prepare batters, doughs, fillings, or icings, using scales or graduated containers."
usagePercent = 0.003300412551568946
autonomyMedian = 3
sampleCount = 33

[[aiPlaybook.boundaryTasks]]
task = "Measure or weigh flour or other ingredients to prepare batters, doughs, fillings, or icings, using scales or graduated containers."
humanNeededPercent = 100
sampleCount = 33

[[aiPlaybook.boundaryTasks]]
task = "Adapt the quantity of ingredients to match the amount of items to be baked."
humanNeededPercent = 98
sampleCount = 50

[[aiPlaybook.boundaryTasks]]
task = "Develop new recipes for baked goods."
humanNeededPercent = 97.03703703703704
sampleCount = 135

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: develop new recipes for baked goods. I'll give feedback as we go."
collaboration = "task iteration"

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: adapt the quantity of ingredients to match the amount of items to be baked. I'll give feedback as we go."
collaboration = "task iteration"

[[aiPlaybook.seedPrompts]]
prompt = "Help me with this part of my job: measure or weigh flour or other ingredients to prepare batters, doughs, fillings, or icings, using scales or graduated containers"

[counts]
tasks = 18
skills = 37
capabilities = 120
tools = 23
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "8bdf4e74c8e44f88"

[[tasks]]
text = "Check products for quality, and identify damaged or expired goods."
type = "Core"
iwa = "4.A.2.a.1.e"

[[tasks]]
text = "Set oven temperatures, and place items into hot ovens for baking."
type = "Core"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Combine measured ingredients in bowls of mixing, blending, or cooking machinery."
type = "Core"
iwa = "4.A.3.a.1.f"

[[tasks]]
text = "Place dough in pans, molds, or on sheets, and bake in production ovens or on grills."
type = "Core"
iwa = "4.A.3.a.3.f"

[[tasks]]
text = "Set time and speed controls for mixing machines, blending machines, or steam kettles so that ingredients will be mixed or cooked according to instructions."
type = "Core"
iwa = "4.A.3.a.3.f"

[[tasks]]
text = "Measure or weigh flour or other ingredients to prepare batters, doughs, fillings, or icings, using scales or graduated containers."
type = "Core"
iwa = "4.A.1.b.3.a"

[[tasks]]
text = "Observe color of products being baked, and adjust oven temperatures, humidity, or conveyor speeds accordingly."
type = "Core"
iwa = "4.A.1.b.2.f"

[[tasks]]
text = "Check the quality of raw materials to ensure that standards and specifications are met."
type = "Core"
iwa = "4.A.2.a.1.e"

[[tasks]]
text = "Check equipment to ensure that it meets health and safety regulations, and perform maintenance or cleaning, as necessary."
type = "Core"
iwa = "4.A.1.a.2.a"

[[tasks]]
text = "Adapt the quantity of ingredients to match the amount of items to be baked."
type = "Core"
iwa = "4.A.2.b.1.d"

[[tasks]]
text = "Apply glazes, icings, or other toppings to baked goods, using spatulas or brushes."
type = "Core"
iwa = "4.A.3.a.2.ag"

[[tasks]]
text = "Decorate baked goods, such as cakes or pastries."
type = "Core"
iwa = "4.A.3.a.2.ag"

[[activities]]
name = "Inspect food products."
iwa = "4.A.1.b.2.f"

[[activities]]
name = "Adjust temperature controls of ovens or other heating equipment."
iwa = "4.A.3.a.2.i"

[[activities]]
name = "Load materials into production equipment."
iwa = "4.A.3.a.1.f"

[[activities]]
name = "Measure ingredients or substances to be used in production processes."
iwa = "4.A.1.b.3.a"

[[activities]]
name = "Shape clay or dough to create products."
iwa = "4.A.3.a.2.g"

[[activities]]
name = "Operate cooking, baking, or other food preparation equipment."
iwa = "4.A.3.a.3.f"

[[activities]]
name = "Evaluate quality of food ingredients or prepared foods."
iwa = "4.A.2.a.1.e"

[[activities]]
name = "Determine food production methods."
iwa = "4.A.2.b.1.d"

[[activities]]
name = "Apply protective or decorative finishes to workpieces or products."
iwa = "4.A.3.a.2.ag"

[[activities]]
name = "Monitor equipment operation to ensure proper functioning."
iwa = "4.A.1.a.2.a"

[[activities]]
name = "Clean production equipment."
iwa = "4.A.3.a.1.c"

[[activities]]
name = "Maintain production or processing equipment."
iwa = "4.A.3.b.5.a"

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

[[activities]]
name = "Direct operational or production activities."
iwa = "4.A.4.b.4.j"

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

[[activities]]
name = "Operate cutting equipment."
iwa = "4.A.3.a.3.l"

[[activities]]
name = "Create new recipes or food presentations."
iwa = "4.A.2.b.2.d"

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.82

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.77

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.75

[[capabilities]]
name = "Food Production"
family = "knowledge"
value = 3.41

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 3.25

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.25

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

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

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

[[capabilities]]
name = "Visual Color Discrimination"
family = "ability"
value = 3.12

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

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.09

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

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

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

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

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

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

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

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

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

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 3

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

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

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 2.99

[[capabilities]]
name = "Sales and Marketing"
family = "knowledge"
value = 2.93

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

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 2.88

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 2.88

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 2.88

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 2.88

[[capabilities]]
name = "Visualization"
family = "ability"
value = 2.88

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 2.75

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 2.75

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Sage 100 ERP"
type = "Specialized Skill"

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

[[skills]]
name = "Email Software"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

[[skills]]
name = "Presentation Software"
type = "Specialized Skill"

[[skills]]
name = "Installation"
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 PowerPoint"
category = "Presentation software"
hot = true
inDemand = false

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

[[tools]]
example = "ADP Enterprise eTIME"
category = "Time accounting software"
hot = false
inDemand = false

[[tools]]
example = "Afcom Datasafe Computer Services FlexiBake"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "At Your Service Software CostGuard"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "Axxya Systems Nutritionist Pro"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "Culinary Software Services ChefTec"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "EGS CALCMENU"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Email software"
category = "Electronic mail software"
hot = false
inDemand = false

[[tools]]
example = "Enggist & Grandjean EGS F&B Control"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

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

[[tools]]
example = "LegacyUSA BakeSmart"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "Masters Software CakeBoss"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "Sage 100 ERP"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "SoftCafe MenuPro"
category = "Desktop publishing software"
hot = false
inDemand = false

[[tools]]
example = "SweetWARE nutraCoster Professional"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "SweetWARE SmallPICS"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

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

[[tools]]
example = "TwinPeaks Software Visual Z-Bake"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "Web browser software"
category = "Internet browser software"
hot = false
inDemand = false

[[workContext]]
name = "Contact With Others"
value = 4.42

[[workContext]]
name = "Spend Time Standing"
value = 4.4

[[workContext]]
name = "Time Pressure"
value = 4.32

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.25

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.23

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.2

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.2

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.16

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.05

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 4

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.89

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 3.84

[[workContext]]
name = "Telephone Conversations"
value = 3.77

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.73

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.72

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.7

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.66

[[workContext]]
name = "Frequency of Decision Making"
value = 3.6

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.54

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.41

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.41

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 3.27

[[workContext]]
name = "Physical Proximity"
value = 3.19

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.11

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.08

[[workContext]]
name = "E-Mail"
value = 2.88

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.86

[[workContext]]
name = "Level of Competition"
value = 2.8

[[workContext]]
name = "Consequence of Error"
value = 2.79

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.7

[[workContext]]
name = "Degree of Automation"
value = 2.5

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 2.49

[[workContext]]
name = "Conflict Situations"
value = 2.41

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.23

[[workContext]]
name = "Written Letters and Memos"
value = 2.06

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 2.01

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 1.97

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 1.83

[[workContext]]
name = "Public Speaking"
value = 1.76

[[workContext]]
name = "Exposed to Contaminants"
value = 1.67

[[personFit]]
name = "Culinary Art"
family = "specific_interest_area"
value = 6.36

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 6.29

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.2

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

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.6

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 2.39

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.3

[[personFit]]
name = "Applied Arts and Design"
family = "specific_interest_area"
value = 2.29

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 2.1

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 1.73

[[personFit]]
name = "Visual Arts"
family = "specific_interest_area"
value = 1.69

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 1.66

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 1.56

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 1.56

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 1.46

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 1.44

[[relatedRoles]]
socCode = "51-3092.00"
slug = "role-51-3092-00"
title = "Food Batchmakers"
tier = "Primary-Short"

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

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

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

[[relatedRoles]]
socCode = "51-3091.00"
slug = "role-51-3091-00"
title = "Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders"
tier = "Primary-Short"

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

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

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

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

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

[[relatedRoles]]
socCode = "45-2041.00"
slug = "role-45-2041-00"
title = "Graders and Sorters, Agricultural Products"
tier = "Supplemental"

[[relatedRoles]]
socCode = "53-7064.00"
slug = "role-53-7064-00"
title = "Packers and Packagers, Hand"
tier = "Supplemental"

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

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.89
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.3852989
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.0537325
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.4742939
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
