entityType = "role"
schemaVersion = "role.v1"
slug = "role-39-5012-00"
socCode = "39-5012.00"
title = "Hairdressers, Hairstylists, and Cosmetologists"
summary = "Provide beauty services, such as cutting, coloring, and styling hair, and massaging and treating scalp. May shampoo hair, apply makeup, dress wigs, remove hair, and provide nail and skincare services."
aliases = ["Cosmetologist", "Hair Stylist", "Hairdresser", "Hairstylist", "Beautician", "Hair Dresser", "Stylist", "Beauty Advisor", "Beauty Operator", "Beauty Specialist", "Beauty Therapist", "Colorist"]
emergingTasks = []

[preparation]
jobZone = "3"
jobZoneName = "Job Zone Three: Medium Preparation Needed"
education = "Most occupations in this zone require training in vocational schools, related on-the-job experience, or an associate's degree."
experience = "Previous work-related skill, knowledge, or experience is required for these occupations. For example, an electrician must have completed three or four years of apprenticeship or several years of vocational training, and often must have passed a licensing exam, in order to perform the job."
svpRange = "(6.0 to < 7.0)"

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 78.97

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 20.93

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 0.1

[educationLevel]
category = "Postsecondary nondegree award"
slug = "postsecondary-nondegree-award"

[market]
medianWage = 35250
meanWage = 43460
pct10Wage = 24580
pct25Wage = 29060
pct75Wage = 48300
pct90Wage = 70220
employment = 295460
areaTitle = "U.S."

[industries]
count = 16

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 261290
medianWage = 35580
lq = 30.8

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 27230
medianWage = 29430
lq = 0.91

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 2060
medianWage = 101490
lq = 0.37

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 1610
medianWage = 39000
lq = 0.04

[[industries.top]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 970
medianWage = 35220
lq = 0.04

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 830
medianWage = 32660
lq = 0.05

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 590
medianWage = 59350
lq = 0.12

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 340
medianWage = 39480
lq = 0.01

[[industries.top]]
naics = "713940"
slug = "713940"
title = "Fitness and Recreational Sports Centers"
level = "National industry"
employment = 250
medianWage = 38060
lq = 0.21

[[industries.top]]
naics = "711110"
slug = "711110"
title = "Theater Companies and Dinner Theaters"
level = "National industry"
employment = 200
medianWage = 132580
lq = 1.44

[[industries.top]]
naics = "721120"
slug = "721120"
title = "Casino Hotels"
level = "National industry"
employment = 160
medianWage = 31750
lq = 0.25

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 120
medianWage = 62090
lq = 0.02

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 261290
lq = 30.8

[[industries.concentrated]]
naics = "711110"
slug = "711110"
title = "Theater Companies and Dinner Theaters"
level = "National industry"
employment = 200
lq = 1.44

[[industries.concentrated]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 27230
lq = 0.91

[[industries.concentrated]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 2060
lq = 0.37

[[industries.concentrated]]
naics = "721120"
slug = "721120"
title = "Casino Hotels"
level = "National industry"
employment = 160
lq = 0.25

[[industries.concentrated]]
naics = "713940"
slug = "713940"
title = "Fitness and Recreational Sports Centers"
level = "National industry"
employment = 250
lq = 0.21

[[industries.concentrated]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 590
lq = 0.12

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 830
lq = 0.05

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

[aiOutlook.index]
value = 20
percentile = 17
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 29
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 15
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 17
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.11
percentile = 29
band = "Low"
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 = 0.05263157894736842
beta = 0.07894736842105263
gamma = 0.10526315789473684

[aiOutlook.bls]
growthPercent = 5.6
growthPercentile = 78
direction = "About average"
annualOpeningsThousands = 75.8
annualOpeningsPercentile = 93
employment2024Thousands = 575.2
employment2034Thousands = 607.4

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.6824517
percentile = 29
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 = 0.10526315789473684
percentile = 15
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 = 0.06872100265653511
percentile = 17
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 = "Recommend and explain the use of cosmetics, lotions, and creams to soften and lubricate skin and enhance and restore natural appearance."
usagePercent = 0.002978525855658583
importance = 4.09

[[aiOutlook.usageTasks]]
task = "Analyze patrons' hair and other physical features to determine and recommend beauty treatment or suggest hair styles."
usagePercent = 0.002156863550649319
importance = 4.39

[[aiOutlook.usageTasks]]
task = "Develop new styles and techniques."
usagePercent = 0.002156863550649319
importance = 4.13

[[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 = 4
totalSample = 373
autonomyMedian = 4
dominantCollaboration = "task iteration"
automationShare = 26.89
augmentationShare = 65.56
workUsePercent = 7.25
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 37.46

[[aiPlaybook.collaboration]]
label = "directive"
percent = 26.89

[[aiPlaybook.collaboration]]
label = "learning"
percent = 21.45

[[aiPlaybook.collaboration]]
label = "validation"
percent = 6.65

[[aiPlaybook.useCase]]
label = "personal"
percent = 90.03

[[aiPlaybook.useCase]]
label = "work"
percent = 7.25

[[aiPlaybook.delegatedTasks]]
task = "Analyze patrons' hair and other physical features to determine and recommend beauty treatment or suggest hair styles."
usagePercent = 0.025803225403175395
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 258

[[aiPlaybook.delegatedTasks]]
task = "Recommend and explain the use of cosmetics, lotions, and creams to soften and lubricate skin and enhance and restore natural appearance."
usagePercent = 0.00730091261407676
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 73

[[aiPlaybook.boundaryTasks]]
task = "Recommend and explain the use of cosmetics, lotions, and creams to soften and lubricate skin and enhance and restore natural appearance."
humanNeededPercent = 98.63013698630137
sampleCount = 73

[[aiPlaybook.boundaryTasks]]
task = "Analyze patrons' hair and other physical features to determine and recommend beauty treatment or suggest hair styles."
humanNeededPercent = 93.4108527131783
sampleCount = 258

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: analyze patrons' hair and other physical features to determine and recommend beauty treatment or suggest hair styles. I'll give feedback as we go."
collaboration = "task iteration"

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: recommend and explain the use of cosmetics, lotions, and creams to soften and lubricate skin and enhance and restore natural appearance. I'll give feedback as we go."
collaboration = "task iteration"

[counts]
tasks = 22
skills = 36
capabilities = 120
tools = 10
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "8fdadc1927877748"

[[tasks]]
text = "Keep work stations clean and sanitize tools, such as scissors and combs."
type = "Core"
iwa = "4.A.3.a.1.c"

[[tasks]]
text = "Bleach, dye, or tint hair, using applicator or brush."
type = "Core"
iwa = "4.A.3.a.2.u"

[[tasks]]
text = "Cut, trim and shape hair or hairpieces, based on customers' instructions, hair type, and facial features, using clippers, scissors, trimmers and razors."
type = "Core"
iwa = "4.A.3.a.2.ae"

[[tasks]]
text = "Schedule client appointments."
type = "Core"
iwa = "4.A.2.b.5.c"

[[tasks]]
text = "Update and maintain customer information records, such as beauty services provided."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Demonstrate and sell hair care products and cosmetics."
type = "Core"
iwa = "4.A.4.a.6.b"

[[tasks]]
text = "Analyze patrons' hair and other physical features to determine and recommend beauty treatment or suggest hair styles."
type = "Core"
iwa = "4.A.2.a.1.f"

[[tasks]]
text = "Train or supervise other hairstylists, hairdressers, and assistants."
type = "Supplemental"
iwa = "4.A.4.b.3.d"

[[tasks]]
text = "Massage and treat scalp for hygienic and remedial purposes, using hands, fingers, or vibrating equipment."
type = "Supplemental"
iwa = "4.A.4.a.5.b"

[[tasks]]
text = "Shampoo, rinse, condition, and dry hair and scalp or hairpieces with water, liquid soap, or other solutions."
type = "Core"
iwa = "4.A.3.a.2.u"

[[tasks]]
text = "Operate cash registers to receive payments from patrons."
type = "Core"
iwa = "4.A.4.c.1.c"

[[tasks]]
text = "Administer therapeutic medication and advise patron to seek medical treatment for chronic or contagious scalp conditions."
type = "Supplemental"
iwa = "4.A.4.a.5.c"

[[activities]]
name = "Set up merchandise displays."
iwa = "4.A.3.a.2.h"

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

[[activities]]
name = "Clean facilities or work areas."
iwa = "4.A.3.a.1.c"

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

[[activities]]
name = "Groom wigs or hairpieces."
iwa = "4.A.3.a.2.ae"

[[activities]]
name = "Trim client hair."
iwa = "4.A.3.a.2.ae"

[[activities]]
name = "Assess skin or hair conditions."
iwa = "4.A.2.a.1.f"

[[activities]]
name = "Schedule appointments."
iwa = "4.A.2.b.5.c"

[[activities]]
name = "Apply solutions to hair for therapeutic or cosmetic purposes."
iwa = "4.A.3.a.2.u"

[[activities]]
name = "Maintain client information or service records."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Apply cleansing or conditioning agents to client hair, scalp, or skin."
iwa = "4.A.3.a.2.u"

[[activities]]
name = "Operate cash registers."
iwa = "4.A.4.c.1.c"

[[activities]]
name = "Sell products or services."
iwa = "4.A.4.a.6.b"

[[activities]]
name = "Promote products, services, or programs."
iwa = "4.A.4.a.6.c"

[[activities]]
name = "Demonstrate activity techniques or equipment use."
iwa = "4.A.4.b.3.e"

[[activities]]
name = "Design costumes or cosmetic effects for characters."
iwa = "4.A.2.b.2.t"

[[activities]]
name = "Administer basic health care or medical treatments."
iwa = "4.A.4.a.5.c"

[[activities]]
name = "Provide medical or cosmetic advice for clients."
iwa = "4.A.4.b.6.a"

[[activities]]
name = "Administer therapeutic massages."
iwa = "4.A.4.a.5.b"

[[activities]]
name = "Train service staff."
iwa = "4.A.4.b.3.d"

[[activities]]
name = "Supervise service workers."
iwa = "4.A.4.b.4.a"

[[activities]]
name = "Treat nails by shaping, decorating, or augmenting."
iwa = "4.A.3.a.2.u"

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.43

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 4

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3.88

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 3.88

[[capabilities]]
name = "Finger Dexterity"
family = "ability"
value = 3.88

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 3.75

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 3.75

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 3.75

[[capabilities]]
name = "Originality"
family = "ability"
value = 3.75

[[capabilities]]
name = "Sales and Marketing"
family = "knowledge"
value = 3.67

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

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

[[capabilities]]
name = "Visualization"
family = "ability"
value = 3.5

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.38

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.25

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.25

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.25

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

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

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

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.01

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3

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

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

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

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

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

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 2.97

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

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

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 2.88

[[capabilities]]
name = "Persuasion"
family = "transferable_skill"
value = 2.88

[[capabilities]]
name = "Instructing"
family = "transferable_skill"
value = 2.88

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Apple IOS"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Apple iOS"
category = "Operating system software"
hot = true
inDemand = false

[[tools]]
example = "Facebook"
category = "Web page creation and editing software"
hot = true
inDemand = false

[[tools]]
example = "Intuit QuickBooks"
category = "Accounting software"
hot = true
inDemand = false

[[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 Word"
category = "Word processing software"
hot = true
inDemand = false

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

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

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

[[tools]]
example = "YouTube"
category = "Video creation and editing software"
hot = false
inDemand = false

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 5

[[workContext]]
name = "Telephone Conversations"
value = 4.97

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.83

[[workContext]]
name = "Contact With Others"
value = 4.82

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.76

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 4.71

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.7

[[workContext]]
name = "Physical Proximity"
value = 4.69

[[workContext]]
name = "Spend Time Standing"
value = 4.61

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 4.48

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.41

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.27

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 3.97

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.91

[[workContext]]
name = "Frequency of Decision Making"
value = 3.86

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.72

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.61

[[workContext]]
name = "Level of Competition"
value = 3.57

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.52

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 3.45

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.42

[[workContext]]
name = "Time Pressure"
value = 3.41

[[workContext]]
name = "Exposed to Contaminants"
value = 3.19

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.94

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 2.94

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.71

[[workContext]]
name = "Conflict Situations"
value = 2.64

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.63

[[workContext]]
name = "Exposed to Disease or Infections"
value = 2.28

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 2.26

[[workContext]]
name = "Consequence of Error"
value = 2.26

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.23

[[workContext]]
name = "Spend Time Keeping or Regaining Balance"
value = 2.21

[[workContext]]
name = "E-Mail"
value = 2.2

[[workContext]]
name = "Written Letters and Memos"
value = 2.19

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

[[workContext]]
name = "Public Speaking"
value = 1.85

[[workContext]]
name = "Spend Time Sitting"
value = 1.77

[[workContext]]
name = "Degree of Automation"
value = 1.6

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 1.49

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 6.05

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.4

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

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 3.92

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 3.72

[[personFit]]
name = "Applied Arts and Design"
family = "specific_interest_area"
value = 3.46

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 3.25

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 3.24

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 3

[[personFit]]
name = "Sales"
family = "specific_interest_area"
value = 2.87

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 2.61

[[personFit]]
name = "Marketing/Advertising"
family = "specific_interest_area"
value = 2.53

[[personFit]]
name = "Visual Arts"
family = "specific_interest_area"
value = 2.43

[[personFit]]
name = "Social Orientation"
family = "work_style"
value = 2.4

[[personFit]]
name = "Teaching/Education"
family = "specific_interest_area"
value = 2.31

[[personFit]]
name = "Cooperation"
family = "work_style"
value = 2.07

[[relatedRoles]]
socCode = "39-5011.00"
slug = "role-39-5011-00"
title = "Barbers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "39-5094.00"
slug = "role-39-5094-00"
title = "Skincare Specialists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "39-5093.00"
slug = "role-39-5093-00"
title = "Shampooers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "39-5091.00"
slug = "role-39-5091-00"
title = "Makeup Artists, Theatrical and Performance"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "39-5092.00"
slug = "role-39-5092-00"
title = "Manicurists and Pedicurists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-6052.00"
slug = "role-51-6052-00"
title = "Tailors, Dressmakers, and Custom Sewers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-6051.00"
slug = "role-51-6051-00"
title = "Sewers, Hand"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "41-2031.00"
slug = "role-41-2031-00"
title = "Retail Salespersons"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "11-9179.02"
slug = "role-11-9179-02"
title = "Spa Managers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "27-1022.00"
slug = "role-27-1022-00"
title = "Fashion Designers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-9123.00"
slug = "role-51-9123-00"
title = "Painting, Coating, and Decorating Workers"
tier = "Supplemental"

[[relatedRoles]]
socCode = "51-6011.00"
slug = "role-51-6011-00"
title = "Laundry and Dry-Cleaning Workers"
tier = "Supplemental"

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

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.11
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.6824517
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.3888467
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.6155546
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
