entityType = "role"
schemaVersion = "role.v1"
slug = "role-43-4081-00"
socCode = "43-4081.00"
title = "Hotel, Motel, and Resort Desk Clerks"
summary = "Accommodate hotel, motel, and resort patrons by registering and assigning rooms to guests, issuing room keys or cards, transmitting and receiving messages, keeping records of occupied rooms and guests' accounts, making and confirming reservations, and presenting statements to and collecting payments from departing guests."
aliases = ["Front Desk Agent", "Front Desk Clerk", "Guest Services Agent (GSA)", "Night Auditor", "Desk Clerk", "Front Desk Associate", "Front Office Agent", "Guest Service Agent", "Guest Service Representative", "Floor Clerk", "Front Desk Attendant", "Front Desk Auditor"]
emergingTasks = []
studyPrograms = []

[preparation]
jobZone = "2"
jobZoneName = "Job Zone 1-2: Very Little to Some Preparation Needed"
education = "Usually requires a high school diploma or GED, though some occupations may not."
experience = "Some occupations may need little or no previous experience; others require several months to a year of experience. For example, landscaping and groundskeeping workers might require very little training or previous experience, while agricultural equipment operators can benefit from on-the job training."
svpRange = "(Below 6.0)"

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 75.03

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 10.79

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 6.17

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 4.6

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 2.42

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 1

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

[market]
medianWage = 34270
meanWage = 34740
pct10Wage = 26600
pct25Wage = 29210
pct75Wage = 37430
pct90Wage = 44720
employment = 261430
areaTitle = "U.S."

[industries]
count = 16

[[industries.top]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 249430
medianWage = 34170
lq = 10.34

[[industries.top]]
naics = "721120"
slug = "721120"
title = "Casino Hotels"
level = "National industry"
employment = 6060
medianWage = 37710
lq = 10.61

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 4070
medianWage = 37030
lq = 1.01

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 2840
medianWage = 34720
lq = 0.63

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 1840
medianWage = 37140
lq = 0.12

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 1280
medianWage = 36750
lq = 0.17

[[industries.top]]
naics = "722511"
slug = "722511"
title = "Full-Service Restaurants"
level = "National industry"
employment = 910
medianWage = 40060
lq = 0.1

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 590
medianWage = 33850
lq = 0.12

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 530
medianWage = 31200
lq = 0.12

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 350
medianWage = 45250
lq = 0.01

[[industries.top]]
naics = "713940"
slug = "713940"
title = "Fitness and Recreational Sports Centers"
level = "National industry"
employment = 330
medianWage = 25700
lq = 0.31

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 250
medianWage = 39770
lq = 0.01

[[industries.concentrated]]
naics = "721120"
slug = "721120"
title = "Casino Hotels"
level = "National industry"
employment = 6060
lq = 10.61

[[industries.concentrated]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 249430
lq = 10.34

[[industries.concentrated]]
naics = "711110"
slug = "711110"
title = "Theater Companies and Dinner Theaters"
level = "National industry"
employment = 220
lq = 1.79

[[industries.concentrated]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 4070
lq = 1.01

[[industries.concentrated]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 2840
lq = 0.63

[[industries.concentrated]]
naics = "713940"
slug = "713940"
title = "Fitness and Recreational Sports Centers"
level = "National industry"
employment = 330
lq = 0.31

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 1280
lq = 0.17

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 590
lq = 0.12

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

[aiOutlook.index]
value = 67
percentile = 67
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 62
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 64
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 76
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.94
percentile = 86
band = "High"
note = "A pre-LLM (2013) estimate of how automatable this job is by computerization and robotics. Shown for historical context only — it is not part of any current AI ranking."

[aiOutlook.eloundou]
alpha = 0.20512820512820512
beta = 0.5
gamma = 0.7948717948717948

[aiOutlook.bls]
growthPercent = 3.7
growthPercentile = 61
direction = "About average"
annualOpeningsThousands = 43.6
annualOpeningsPercentile = 88
employment2024Thousands = 264.2
employment2034Thousands = 274

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.6063127
percentile = 62
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 = 0.7948717948717948
percentile = 64
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 = 0.2356340939682361
percentile = 76
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 = "Answer inquiries pertaining to hotel services, guest registration, and travel directions, or make recommendations regarding shopping, dining, or entertainment."
usagePercent = 0.007497668533209536
importance = 4.49

[[aiOutlook.usageTasks]]
task = "Make and confirm reservations."
usagePercent = 0.0034920647962893734
importance = 4.71

[[aiOutlook.usageTasks]]
task = "Transmit and receive messages, using telephones or telephone switchboards."
usagePercent = 0.0022595713387754766
importance = 4.5

[[aiOutlook.usageTasks]]
task = "Arrange tours, taxis, or restaurant reservations for customers."
usagePercent = 0.0019514479743970028
importance = 3.86

[[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 = 264
autonomyMedian = 3
dominantCollaboration = "directive"
automationShare = 45.21
augmentationShare = 46.12
workUsePercent = 18.26
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 45.21

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 38.36

[[aiPlaybook.collaboration]]
label = "learning"
percent = 7.76

[[aiPlaybook.useCase]]
label = "personal"
percent = 77.17

[[aiPlaybook.useCase]]
label = "work"
percent = 18.26

[[aiPlaybook.delegatedTasks]]
task = "Answer inquiries pertaining to hotel services, guest registration, and travel directions, or make recommendations regarding shopping, dining, or entertainment."
usagePercent = 0.015501937742217777
collaboration = "directive"
autonomyMedian = 3
sampleCount = 155

[[aiPlaybook.delegatedTasks]]
task = "Arrange tours, taxis, or restaurant reservations for customers."
usagePercent = 0.006400800100012502
collaboration = "task iteration"
autonomyMedian = 3
sampleCount = 64

[[aiPlaybook.boundaryTasks]]
task = "Answer inquiries pertaining to hotel services, guest registration, and travel directions, or make recommendations regarding shopping, dining, or entertainment."
humanNeededPercent = 100
sampleCount = 155

[[aiPlaybook.boundaryTasks]]
task = "Arrange tours, taxis, or restaurant reservations for customers."
humanNeededPercent = 96.875
sampleCount = 64

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: answer inquiries pertaining to hotel services, guest registration, and travel directions, or make recommendations regarding shopping, dining, or entertainment. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: arrange tours, taxis, or restaurant reservations for customers. I'll give feedback as we go."
collaboration = "task iteration"

[counts]
tasks = 20
skills = 39
capabilities = 120
tools = 16
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "6ddc431494385fa3"

[[tasks]]
text = "Greet, register, and assign rooms to guests of hotels or motels."
type = "Core"
iwa = "4.A.4.a.5.j"

[[tasks]]
text = "Contact housekeeping or maintenance staff when guests report problems."
type = "Core"
iwa = "4.A.4.a.2.g"

[[tasks]]
text = "Issue room keys and escort instructions to bellhops."
type = "Core"
iwa = "4.A.4.c.3.c"

[[tasks]]
text = "Verify customers' credit, and establish how the customer will pay for the accommodation."
type = "Core"
iwa = "4.A.2.a.2.a"

[[tasks]]
text = "Make and confirm reservations."
type = "Core"
iwa = "4.A.4.a.5.j"

[[tasks]]
text = "Keep records of room availability and guests' accounts, manually or using computers."
type = "Core"
iwa = "4.A.3.b.6.j"

[[tasks]]
text = "Post charges, such as those for rooms, food, liquor, or telephone calls, to ledgers, manually or by using computers."
type = "Core"
iwa = "4.A.3.b.6.j"

[[tasks]]
text = "Review accounts and charges with guests during the check out process."
type = "Core"
iwa = "4.A.4.a.3.c"

[[tasks]]
text = "Record guest comments or complaints, referring customers to managers as necessary."
type = "Core"
iwa = "4.A.3.b.6.j"

[[tasks]]
text = "Compute bills, collect payments, and make change for guests."
type = "Core"
iwa = "4.A.2.b.1.a"

[[tasks]]
text = "Transmit and receive messages, using telephones or telephone switchboards."
type = "Core"
iwa = "4.A.3.a.3.j"

[[tasks]]
text = "Answer inquiries pertaining to hotel services, guest registration, and travel directions, or make recommendations regarding shopping, dining, or entertainment."
type = "Core"
iwa = "4.A.4.a.1.a"

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

[[activities]]
name = "Discuss goods or services information with customers or patrons."
iwa = "4.A.4.a.1.a"

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

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

[[activities]]
name = "Prepare employee work schedules."
iwa = "4.A.4.b.1.f"

[[activities]]
name = "Supervise clerical or administrative personnel."
iwa = "4.A.4.b.4.a"

[[activities]]
name = "Greet customers, patrons, or visitors."
iwa = "4.A.4.a.5.j"

[[activities]]
name = "Verify accuracy of financial or transactional data."
iwa = "4.A.2.a.2.a"

[[activities]]
name = "Calculate costs of goods or services."
iwa = "4.A.2.b.1.a"

[[activities]]
name = "Execute sales or other financial transactions."
iwa = "4.A.4.c.1.c"

[[activities]]
name = "Collect deposits, payments or fees."
iwa = "4.A.4.c.3.d"

[[activities]]
name = "Distribute materials to employees or customers."
iwa = "4.A.4.c.3.c"

[[activities]]
name = "Discuss account status or activity with customers or patrons."
iwa = "4.A.4.a.3.c"

[[activities]]
name = "Operate communications equipment or systems."
iwa = "4.A.3.a.3.j"

[[activities]]
name = "Report maintenance or equipment problems to appropriate personnel."
iwa = "4.A.4.a.2.g"

[[activities]]
name = "Make travel, accommodations, or entertainment arrangements for others."
iwa = "4.A.4.a.5.j"

[[activities]]
name = "Refer customers to appropriate personnel."
iwa = "4.A.4.a.5.a"

[[activities]]
name = "Provide information to coworkers."
iwa = "4.A.4.a.2.c"

[[activities]]
name = "Store items."
iwa = "4.A.3.a.2.ak"

[[activities]]
name = "Sort mail."
iwa = "4.A.2.a.2.b"

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.35

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.19

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 3.88

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 3.88

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

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.67

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.64

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

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

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.38

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.38

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.35

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.25

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.25

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.18

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.05

[[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 = "Judgment and Decision Making"
family = "transferable_skill"
value = 3

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

[[capabilities]]
name = "Management of Personnel Resources"
family = "transferable_skill"
value = 3

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

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

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

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

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

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

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 2.88

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

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

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

[[capabilities]]
name = "Sales and Marketing"
family = "knowledge"
value = 2.87

[[capabilities]]
name = "Economics and Accounting"
family = "knowledge"
value = 2.82

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Microsoft Outlook"
category = "Electronic mail 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 = "Yardi software"
category = "Data base user interface and query software"
hot = true
inDemand = false

[[tools]]
example = "Property management system PMS software"
category = "Data base user interface and query software"
hot = false
inDemand = true

[[tools]]
example = "ASI FrontDesk"
category = "Facilities management software"
hot = false
inDemand = false

[[tools]]
example = "Blink"
category = "Instant messaging software"
hot = false
inDemand = false

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

[[tools]]
example = "Incident tracking software"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "InnQuest roomMaster"
category = "Facilities management software"
hot = false
inDemand = false

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

[[tools]]
example = "Ramesys Hospitality"
category = "Facilities management software"
hot = false
inDemand = false

[[tools]]
example = "Resort Data Processing"
category = "Facilities management software"
hot = false
inDemand = false

[[workContext]]
name = "Contact With Others"
value = 4.95

[[workContext]]
name = "Telephone Conversations"
value = 4.84

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.84

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.8

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 4.72

[[workContext]]
name = "E-Mail"
value = 4.67

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.37

[[workContext]]
name = "Frequency of Decision Making"
value = 4.31

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 4.27

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

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.14

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.98

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.97

[[workContext]]
name = "Spend Time Standing"
value = 3.95

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.95

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.88

[[workContext]]
name = "Conflict Situations"
value = 3.81

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.79

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.77

[[workContext]]
name = "Written Letters and Memos"
value = 3.73

[[workContext]]
name = "Physical Proximity"
value = 3.54

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.29

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 3.28

[[workContext]]
name = "Time Pressure"
value = 3.2

[[workContext]]
name = "Degree of Automation"
value = 2.64

[[workContext]]
name = "Level of Competition"
value = 2.63

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.56

[[workContext]]
name = "Public Speaking"
value = 2.43

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.3

[[workContext]]
name = "Consequence of Error"
value = 2.3

[[workContext]]
name = "Spend Time Sitting"
value = 2.26

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.15

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.84

[[workContext]]
name = "Spend Time Keeping or Regaining Balance"
value = 1.69

[[workContext]]
name = "Exposed to Contaminants"
value = 1.56

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 1.45

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 1.42

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 1.42

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 1.38

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 1.34

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 5.93

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.72

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 4.74

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 4.49

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

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 3.8

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 3.54

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

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 2.62

[[personFit]]
name = "Cooperation"
family = "work_style"
value = 2.51

[[personFit]]
name = "Sales"
family = "specific_interest_area"
value = 2.47

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

[[personFit]]
name = "Social Orientation"
family = "work_style"
value = 2.33

[[personFit]]
name = "Human Resources"
family = "specific_interest_area"
value = 2.11

[[personFit]]
name = "Finance"
family = "specific_interest_area"
value = 2

[[personFit]]
name = "Optimism"
family = "work_style"
value = 1.9

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

[[relatedRoles]]
socCode = "39-6012.00"
slug = "role-39-6012-00"
title = "Concierges"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "43-4171.00"
slug = "role-43-4171-00"
title = "Receptionists and Information 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 = "41-2021.00"
slug = "role-41-2021-00"
title = "Counter and Rental Clerks"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "35-9031.00"
slug = "role-35-9031-00"
title = "Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "41-2011.00"
slug = "role-41-2011-00"
title = "Cashiers"
tier = "Primary-Long"

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

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

[[relatedRoles]]
socCode = "43-4051.00"
slug = "role-43-4051-00"
title = "Customer Service Representatives"
tier = "Supplemental"

[[relatedRoles]]
socCode = "43-6013.00"
slug = "role-43-6013-00"
title = "Medical Secretaries and Administrative Assistants"
tier = "Supplemental"

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

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

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.6063127
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.0709665
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.7106003
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
