entityType = "role"
schemaVersion = "role.v1"
slug = "role-39-5011-00"
socCode = "39-5011.00"
title = "Barbers"
summary = "Provide barbering services, such as cutting, trimming, shampooing, and styling hair; trimming beards; or giving shaves."
aliases = ["Barber", "Barber Shop Operator", "Barber Stylist", "Stylist", "Hair Cutter", "Hairstylist", "Licensed Barber", "Tonsorial Artist"]
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 = 28.7

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 24.55

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 20.94

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 11.74

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 11.13

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 1.68

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 1.25

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

[market]
medianWage = 38960
meanWage = 47800
pct10Wage = 27770
pct25Wage = 32050
pct75Wage = 59180
pct90Wage = 78440
employment = 18100
areaTitle = "U.S."

[industries]
count = 5

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 17660
medianWage = 38620
lq = 33.99

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 80
medianWage = 35580

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 50
medianWage = 39720

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
medianWage = 55860

[[industries.top]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
medianWage = 54230

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 17660
lq = 33.99

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

[aiOutlook.index]
value = 28
percentile = 26
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 28
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 28
source = "openai_gpts_are_gpts"

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

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.8
percentile = 64
band = "Moderate"
note = "A pre-LLM (2013) estimate of how automatable this job is by computerization and robotics. Shown for historical context only — it is not part of any current AI ranking."

[aiOutlook.eloundou]
alpha = 0.08823529411764705
beta = 0.16176470588235295
gamma = 0.23529411764705882

[aiOutlook.bls]
growthPercent = 4.1
growthPercentile = 65
direction = "About average"
annualOpeningsThousands = 8.4
annualOpeningsPercentile = 59
employment2024Thousands = 76
employment2034Thousands = 79.2

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.7294621
percentile = 28
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 = 0.23529411764705882
percentile = 28
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 = 0.09479941292251343
percentile = 29
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 = "Stay informed of the latest styles and hair care techniques."
usagePercent = 0.006367882863821797
importance = 3.78

[[aiOutlook.usageTasks]]
task = "Suggest treatments to alleviate hair problems."
usagePercent = 0.002464986915027793
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"

[aiPlaybook]
trustedTaskCount = 2
taskCount = 2
totalSample = 121
autonomyMedian = 3.5
dominantCollaboration = "learning"
automationShare = 24.79
augmentationShare = 41.33
workUsePercent = 13.22
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "learning"
percent = 26.45

[[aiPlaybook.collaboration]]
label = "directive"
percent = 24.79

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 14.88

[[aiPlaybook.useCase]]
label = "personal"
percent = 80.99

[[aiPlaybook.useCase]]
label = "work"
percent = 13.22

[[aiPlaybook.delegatedTasks]]
task = "Suggest treatments to alleviate hair problems."
usagePercent = 0.00900112514064258
collaboration = "learning"
autonomyMedian = 4
sampleCount = 90

[[aiPlaybook.delegatedTasks]]
task = "Stay informed of the latest styles and hair care techniques."
usagePercent = 0.0031003875484435553
autonomyMedian = 3
sampleCount = 31

[[aiPlaybook.boundaryTasks]]
task = "Suggest treatments to alleviate hair problems."
humanNeededPercent = 98.88888888888889
sampleCount = 90

[[aiPlaybook.boundaryTasks]]
task = "Stay informed of the latest styles and hair care techniques."
humanNeededPercent = 96.7741935483871
sampleCount = 31

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to suggest treatments to alleviate hair problems, then check my work as I try it myself."
collaboration = "learning"

[[aiPlaybook.seedPrompts]]
prompt = "Help me with this part of my job: stay informed of the latest styles and hair care techniques"

[counts]
tasks = 18
skills = 38
capabilities = 120
tools = 11
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "390b734b1cf94f82"

[[tasks]]
text = "Clean and sterilize scissors, combs, clippers, and other instruments."
type = "Core"
iwa = "4.A.3.a.1.c"

[[tasks]]
text = "Cut and trim hair according to clients' instructions or current hairstyles, using clippers, combs, hand-held blow driers, and scissors."
type = "Core"
iwa = "4.A.3.a.2.ae"

[[tasks]]
text = "Drape and pin protective cloths around customers' shoulders."
type = "Core"
iwa = "4.A.3.a.1.d"

[[tasks]]
text = "Question patrons regarding desired services and haircut styles."
type = "Core"
iwa = "4.A.4.a.2.j"

[[tasks]]
text = "Clean work stations and sweep floors."
type = "Core"
iwa = "4.A.3.a.1.c"

[[tasks]]
text = "Apply lather and shave beards or neck and temple hair contours, using razors."
type = "Core"
iwa = "4.A.3.a.2.ae"

[[tasks]]
text = "Record services provided on cashiers' tickets or receive payment from customers."
type = "Core"
iwa = "4.A.3.b.6.j"

[[tasks]]
text = "Shape and trim beards and moustaches, using scissors."
type = "Core"
iwa = "4.A.3.a.2.ae"

[[tasks]]
text = "Perform clerical and administrative duties such as keeping records, paying bills, and hiring and supervising personnel."
type = "Core"
iwa = "4.A.4.b.4.a"

[[tasks]]
text = "Stay informed of the latest styles and hair care techniques."
type = "Core"
iwa = "4.A.2.b.3.a"

[[tasks]]
text = "Suggest treatments to alleviate hair problems."
type = "Core"
iwa = "4.A.4.b.6.a"

[[tasks]]
text = "Order supplies."
type = "Core"
iwa = "4.A.4.c.3.e"

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

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

[[activities]]
name = "Apply protective coverings to objects or surfaces near work areas."
iwa = "4.A.3.a.1.d"

[[activities]]
name = "Discuss service options or needs with clients."
iwa = "4.A.4.a.2.j"

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

[[activities]]
name = "Maintain financial or account records."
iwa = "4.A.3.b.6.j"

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

[[activities]]
name = "Maintain professional knowledge or certifications."
iwa = "4.A.2.b.3.a"

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

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

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

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

[[activities]]
name = "Perform administrative or clerical tasks."
iwa = "4.A.4.c.1.a"

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

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

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

[[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 = 4.42

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

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 3.62

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.62

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.38

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 3.38

[[capabilities]]
name = "Finger Dexterity"
family = "ability"
value = 3.38

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

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

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.16

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.14

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

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

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

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3.12

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

[[capabilities]]
name = "Economics and Accounting"
family = "knowledge"
value = 3.03

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

[[capabilities]]
name = "Psychology"
family = "knowledge"
value = 3

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

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

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

[[capabilities]]
name = "Trunk Strength"
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 = "Deductive Reasoning"
family = "ability"
value = 2.88

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 2.82

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 2.75

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

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

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

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 2.75

[[capabilities]]
name = "Time Sharing"
family = "ability"
value = 2.75

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 2.71

[[capabilities]]
name = "Sales and Marketing"
family = "knowledge"
value = 2.65

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 2.62

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 2.56

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 2.5

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 2.5

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Linux"
category = "Operating system 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 PowerPoint"
category = "Presentation software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Windows"
category = "Operating system 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 = "Point of sale POS payment 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 = 4.92

[[workContext]]
name = "Contact With Others"
value = 4.81

[[workContext]]
name = "Physical Proximity"
value = 4.79

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.79

[[workContext]]
name = "Spend Time Standing"
value = 4.62

[[workContext]]
name = "Telephone Conversations"
value = 4.59

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 4.38

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.37

[[workContext]]
name = "Level of Competition"
value = 4.37

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.36

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.29

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.24

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.66

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.37

[[workContext]]
name = "Exposed to Disease or Infections"
value = 3.35

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.33

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 3.31

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.23

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 3.02

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 2.94

[[workContext]]
name = "Spend Time Keeping or Regaining Balance"
value = 2.93

[[workContext]]
name = "Frequency of Decision Making"
value = 2.92

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.83

[[workContext]]
name = "Exposed to Contaminants"
value = 2.64

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.56

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.53

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.53

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 2.48

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.44

[[workContext]]
name = "Consequence of Error"
value = 2.44

[[workContext]]
name = "Time Pressure"
value = 2.39

[[workContext]]
name = "Public Speaking"
value = 2.28

[[workContext]]
name = "Conflict Situations"
value = 2.24

[[workContext]]
name = "Degree of Automation"
value = 2.12

[[workContext]]
name = "Spend Time Sitting"
value = 1.88

[[workContext]]
name = "Written Letters and Memos"
value = 1.73

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 1.69

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.68

[[workContext]]
name = "E-Mail"
value = 1.6

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 1.54

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.39

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 5.11

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 3.89

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 3.58

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 3.55

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 2.79

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 2.71

[[personFit]]
name = "Sales"
family = "specific_interest_area"
value = 2.6

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 2.44

[[personFit]]
name = "Social Orientation"
family = "work_style"
value = 2.26

[[personFit]]
name = "Applied Arts and Design"
family = "specific_interest_area"
value = 2.13

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.03

[[personFit]]
name = "Cooperation"
family = "work_style"
value = 1.88

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 1.86

[[personFit]]
name = "Marketing/Advertising"
family = "specific_interest_area"
value = 1.8

[[personFit]]
name = "Human Resources"
family = "specific_interest_area"
value = 1.79

[[relatedRoles]]
socCode = "39-5012.00"
slug = "role-39-5012-00"
title = "Hairdressers, Hairstylists, and Cosmetologists"
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 = "39-5092.00"
slug = "role-39-5092-00"
title = "Manicurists and Pedicurists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "39-5091.00"
slug = "role-39-5091-00"
title = "Makeup Artists, Theatrical and Performance"
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 = "11-9179.02"
slug = "role-11-9179-02"
title = "Spa Managers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "47-2141.00"
slug = "role-47-2141-00"
title = "Painters, Construction and Maintenance"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "39-1022.00"
slug = "role-39-1022-00"
title = "First-Line Supervisors of Personal Service Workers"
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 = 0.8
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.7294621
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.9609541
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.5433185
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
