entityType = "role"
schemaVersion = "role.v1"
slug = "role-39-6012-00"
socCode = "39-6012.00"
title = "Concierges"
summary = "Assist patrons at hotel, apartment, or office building with personal services. May take messages; arrange or give advice on transportation, business services, or entertainment; or monitor guest requests for housekeeping and maintenance."
aliases = ["Chef Concierge", "Concierge", "Guest Service Agent", "Hotel Concierge", "Activities Concierge", "Club Concierge", "Conference Concierge", "Front Desk Agent", "Lobby Concierge", "Service Concierge", "Concierge Security Officer", "Event Concierge"]
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 = 45.45

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 27.27

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 9.09

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 9.09

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 4.55

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 4.55

[educationLevel]
category = "High school diploma or equivalent"
slug = "high-school-diploma-or-equivalent"

[market]
medianWage = 37320
meanWage = 40770
pct10Wage = 30770
pct25Wage = 33860
pct75Wage = 45700
pct90Wage = 58050
employment = 44200
areaTitle = "U.S."

[industries]
count = 19

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 10590
medianWage = 35640
lq = 1.6

[[industries.top]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 9480
medianWage = 39470
lq = 2.32

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 8920
medianWage = 44780
lq = 13.14

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 5110
medianWage = 37080
lq = 1.97

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 4840
medianWage = 35710
lq = 3.81

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 2330
medianWage = 36630
lq = 3.07

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 1980
medianWage = 35510
lq = 2.61

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 1220
medianWage = 34330
lq = 0.58

[[industries.top]]
naics = "721120"
slug = "721120"
title = "Casino Hotels"
level = "National industry"
employment = 720
medianWage = 41540
lq = 7.45

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 630
medianWage = 37040
lq = 0.76

[[industries.top]]
naics = "713940"
slug = "713940"
title = "Fitness and Recreational Sports Centers"
level = "National industry"
employment = 220
medianWage = 36240
lq = 1.22

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 170
medianWage = 45710
lq = 0.07

[[industries.concentrated]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 8920
lq = 13.14

[[industries.concentrated]]
naics = "721120"
slug = "721120"
title = "Casino Hotels"
level = "National industry"
employment = 720
lq = 7.45

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 4840
lq = 3.81

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 2330
lq = 3.07

[[industries.concentrated]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 1980
lq = 2.61

[[industries.concentrated]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 9480
lq = 2.32

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 5110
lq = 1.97

[[industries.concentrated]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 10590
lq = 1.6

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

[aiOutlook.index]
value = 77
percentile = 78
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 69
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 65
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 98
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.21
percentile = 33
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 = 0.13333333333333333
beta = 0.4666666666666667
gamma = 0.8

[aiOutlook.bls]
growthPercent = 2.3
growthPercentile = 44
direction = "About average"
annualOpeningsThousands = 6.8
annualOpeningsPercentile = 55
employment2024Thousands = 45.6
employment2034Thousands = 46.7

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.855832
percentile = 69
band = "High"
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 = 0.8
percentile = 65
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 = 0.3719693167084712
percentile = 98
band = "High"
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 = "Provide information about local features, such as shopping, dining, nightlife, or recreational destinations."
usagePercent = 0.043958933317995635
importance = 4.59

[[aiOutlook.usageTasks]]
task = "Make travel arrangements for sightseeing or other tours."
usagePercent = 0.0034920647962893734
importance = 4.09

[[aiOutlook.usageTasks]]
task = "Make reservations for patrons, such as for dinner, spa treatments, or golf tee times, and obtain tickets to special events."
usagePercent = 0.0016433246100185286
importance = 4.32

[[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 = 625
autonomyMedian = 3
dominantCollaboration = "directive"
automationShare = 51.66
augmentationShare = 40.35
workUsePercent = 8.52
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 46.96

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 29.57

[[aiPlaybook.collaboration]]
label = "learning"
percent = 10.78

[[aiPlaybook.collaboration]]
label = "feedback loop"
percent = 4.7

[[aiPlaybook.useCase]]
label = "personal"
percent = 90.61

[[aiPlaybook.useCase]]
label = "work"
percent = 8.52

[[aiPlaybook.delegatedTasks]]
task = "Provide information about local features, such as shopping, dining, nightlife, or recreational destinations."
usagePercent = 0.05450681335166896
collaboration = "directive"
autonomyMedian = 3
sampleCount = 545

[[aiPlaybook.delegatedTasks]]
task = "Provide business services for guests, such as sending or receiving faxes or shipping packages."
usagePercent = 0.0030003750468808603
autonomyMedian = 3
sampleCount = 30

[[aiPlaybook.boundaryTasks]]
task = "Provide information about local features, such as shopping, dining, nightlife, or recreational destinations."
humanNeededPercent = 100
sampleCount = 545

[[aiPlaybook.boundaryTasks]]
task = "Provide business services for guests, such as sending or receiving faxes or shipping packages."
humanNeededPercent = 100
sampleCount = 30

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: provide information about local features, such as shopping, dining, nightlife, or recreational destinations. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Help me with this part of my job: provide business services for guests, such as sending or receiving faxes or shipping packages"

[counts]
tasks = 18
skills = 40
capabilities = 120
tools = 13
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "0bf175eddd57be30"

[[tasks]]
text = "Provide information about local features, such as shopping, dining, nightlife, or recreational destinations."
type = "Core"
iwa = "4.A.4.a.3.c"

[[tasks]]
text = "Make reservations for patrons, such as for dinner, spa treatments, or golf tee times, and obtain tickets to special events."
type = "Core"
iwa = "4.A.4.a.5.j"

[[tasks]]
text = "Provide directions to guests."
type = "Core"
iwa = "4.A.4.a.3.c"

[[tasks]]
text = "Order flowers for guests."
type = "Core"
iwa = "4.A.4.b.4.j"

[[tasks]]
text = "Make travel arrangements for sightseeing or other tours."
type = "Core"
iwa = "4.A.4.a.5.j"

[[tasks]]
text = "Pick up and deliver items or run errands for guests."
type = "Core"
iwa = "4.A.3.a.1.j"

[[tasks]]
text = "Plan special events, parties, or meetings, which may include booking musicians or celebrities."
type = "Core"
iwa = "4.A.4.b.1.e"

[[tasks]]
text = "Book airline or train tickets, reserve rental cars, or arrange shuttle service for guests."
type = "Core"
iwa = "4.A.4.a.3.c"

[[tasks]]
text = "Arrange childcare services for guests."
type = "Core"
iwa = "4.A.4.a.5.j"

[[tasks]]
text = "Provide food and beverage services to guests."
type = "Supplemental"
iwa = "4.A.4.a.6.b"

[[tasks]]
text = "Carry out unusual requests, such as searching for hard-to-find items or arranging for exotic services, such as hot-air balloon rides."
type = "Core"
iwa = "4.A.4.a.5.j"

[[tasks]]
text = "Assist guests with special needs by providing equipment such as wheelchairs."
type = "Core"
iwa = "4.A.4.a.3.c"

[[activities]]
name = "Arrange services or reservations for patrons."
iwa = "4.A.4.a.5.j"

[[activities]]
name = "Provide patrons with directions to locales or attractions."
iwa = "4.A.4.a.3.c"

[[activities]]
name = "Organize recreational activities or events."
iwa = "4.A.4.b.1.e"

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

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

[[activities]]
name = "Arrange delivery of goods or services."
iwa = "4.A.4.b.4.j"

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

[[activities]]
name = "Provide customer service to clients or users."
iwa = "4.A.4.a.3.c"

[[activities]]
name = "Provide customers with general information or assistance."
iwa = "4.A.4.a.3.c"

[[activities]]
name = "Assist individuals with special needs."
iwa = "4.A.4.a.5.i"

[[activities]]
name = "Provide attraction or event information to patrons."
iwa = "4.A.4.a.3.c"

[[activities]]
name = "Deliver items."
iwa = "4.A.3.a.1.j"

[[activities]]
name = "Handle luggage or other possessions for patrons."
iwa = "4.A.3.a.1.j"

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

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.73

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.41

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 4.12

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 4.12

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 4

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 4

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 4

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 4

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.88

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.88

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.5

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.5

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.27

[[capabilities]]
name = "Transportation"
family = "knowledge"
value = 3.14

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

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

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

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

[[capabilities]]
name = "Persuasion"
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 = "Written Expression"
family = "ability"
value = 3

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3

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

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

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 2.91

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 2.88

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

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 2.88

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 2.86

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 2.82

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 2.75

[[capabilities]]
name = "Negotiation"
family = "transferable_skill"
value = 2.75

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

[[capabilities]]
name = "Sales and Marketing"
family = "knowledge"
value = 2.68

[[capabilities]]
name = "Psychology"
family = "knowledge"
value = 2.64

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Microsoft Publisher"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Financial Analysis Software"
type = "Specialized Skill"

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

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

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

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

[[tools]]
example = "Microsoft Office software"
category = "Office suite software"
hot = true
inDemand = true

[[tools]]
example = "Microsoft Outlook"
category = "Electronic mail software"
hot = true
inDemand = true

[[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 = "Yardi software"
category = "Data base user interface and query software"
hot = true
inDemand = false

[[tools]]
example = "Billing software"
category = "Billing and invoicing software"
hot = false
inDemand = false

[[tools]]
example = "Budgeting software"
category = "Accounting software"
hot = false
inDemand = false

[[tools]]
example = "Delphi Technology"
category = "Financial analysis software"
hot = false
inDemand = false

[[tools]]
example = "Mapping software"
category = "Map creation software"
hot = false
inDemand = false

[[tools]]
example = "Microsoft Publisher"
category = "Desktop publishing software"
hot = false
inDemand = false

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

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

[[workContext]]
name = "E-Mail"
value = 5

[[workContext]]
name = "Telephone Conversations"
value = 4.91

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.82

[[workContext]]
name = "Contact With Others"
value = 4.73

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.64

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.5

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.41

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 4.27

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4

[[workContext]]
name = "Time Pressure"
value = 3.86

[[workContext]]
name = "Written Letters and Memos"
value = 3.81

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.76

[[workContext]]
name = "Physical Proximity"
value = 3.64

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.5

[[workContext]]
name = "Spend Time Standing"
value = 3.36

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.27

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.27

[[workContext]]
name = "Frequency of Decision Making"
value = 3.23

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.18

[[workContext]]
name = "Conflict Situations"
value = 3.14

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.05

[[workContext]]
name = "Public Speaking"
value = 2.91

[[workContext]]
name = "Spend Time Sitting"
value = 2.91

[[workContext]]
name = "Level of Competition"
value = 2.77

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.73

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.45

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.45

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.24

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.18

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 2.05

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

[[workContext]]
name = "Consequence of Error"
value = 1.95

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.82

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.77

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 1.77

[[workContext]]
name = "Exposed to Contaminants"
value = 1.76

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 1.68

[[workContext]]
name = "Spend Time Keeping or Regaining Balance"
value = 1.68

[[workContext]]
name = "Outdoors, Under Cover"
value = 1.64

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 1.57

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 6.87

[[personFit]]
name = "Dependability"
family = "work_style"
value = 6

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 5.34

[[personFit]]
name = "Cooperation"
family = "work_style"
value = 5

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 4.67

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.18

[[personFit]]
name = "Social Orientation"
family = "work_style"
value = 4

[[personFit]]
name = "Empathy"
family = "work_style"
value = 3

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 2.7

[[personFit]]
name = "Optimism"
family = "work_style"
value = 2.49

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 2.46

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 2.43

[[personFit]]
name = "Sales"
family = "specific_interest_area"
value = 2.37

[[personFit]]
name = "Professional Advising"
family = "specific_interest_area"
value = 2.36

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 2.29

[[personFit]]
name = "Social Service"
family = "specific_interest_area"
value = 2.15

[[relatedRoles]]
socCode = "43-4081.00"
slug = "role-43-4081-00"
title = "Hotel, Motel, and Resort Desk Clerks"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "39-6011.00"
slug = "role-39-6011-00"
title = "Baggage Porters and Bellhops"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "41-2021.00"
slug = "role-41-2021-00"
title = "Counter and Rental Clerks"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "43-4181.00"
slug = "role-43-4181-00"
title = "Reservation and Transportation Ticket Agents and Travel Clerks"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "39-3093.00"
slug = "role-39-3093-00"
title = "Locker Room, Coatroom, and Dressing Room Attendants"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "53-6061.00"
slug = "role-53-6061-00"
title = "Passenger Attendants"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "43-4171.00"
slug = "role-43-4171-00"
title = "Receptionists and Information Clerks"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "11-9081.00"
slug = "role-11-9081-00"
title = "Lodging Managers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "39-3031.00"
slug = "role-39-3031-00"
title = "Ushers, Lobby Attendants, and Ticket Takers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "41-3041.00"
slug = "role-41-3041-00"
title = "Travel Agents"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "53-6021.00"
slug = "role-53-6021-00"
title = "Parking Attendants"
tier = "Supplemental"

[[relatedRoles]]
socCode = "35-9031.00"
slug = "role-35-9031-00"
title = "Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop"
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 = 0.21
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.855832
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.1186706
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 1.070776
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
