entityType = "role"
schemaVersion = "role.v1"
slug = "role-11-9081-00"
socCode = "11-9081.00"
title = "Lodging Managers"
summary = "Plan, direct, or coordinate activities of an organization or department that provides lodging and other accommodations."
aliases = ["Front Desk Manager", "Front Office Manager", "Hotel Manager", "Resort Manager", "Bed and Breakfast Innkeeper", "Front Office Director", "Guest Relations Manager", "Guest Services Manager", "Night Manager", "Rooms Director", "Accommodations General Manager", "Accommodations Manager"]
emergingTasks = []

[preparation]
jobZone = "4"
jobZoneName = "Job Zone Four: Considerable Preparation Needed"
education = "Most of these occupations require a four-year bachelor's degree, but some do not."
experience = "A considerable amount of work-related skill, knowledge, or experience is needed for these occupations. For example, an accountant must complete four years of college and work for several years in accounting to be considered qualified."
svpRange = "(7.0 to < 8.0)"

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 71.6

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 5.89

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 3.05

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 1.15

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

[market]
medianWage = 68130
meanWage = 77460
pct10Wage = 39490
pct25Wage = 50040
pct75Wage = 90670
pct90Wage = 126990
employment = 41350
areaTitle = "U.S."

[industries]
count = 13

[[industries.top]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 37630
medianWage = 66240
lq = 9.86

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 830
medianWage = 82570
lq = 0.34

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 740
medianWage = 120930
lq = 0.98

[[industries.top]]
naics = "721120"
slug = "721120"
title = "Casino Hotels"
level = "National industry"
employment = 630
medianWage = 80770
lq = 6.97

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 610
medianWage = 77390
lq = 0.86

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 220
medianWage = 68280
lq = 0.06

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 220
medianWage = 72780
lq = 0.19

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 120
medianWage = 78000
lq = 0.02

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 80
medianWage = 141500

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 60
medianWage = 60990

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 40
medianWage = 68680

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
medianWage = 64880

[[industries.concentrated]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 37630
lq = 9.86

[[industries.concentrated]]
naics = "721120"
slug = "721120"
title = "Casino Hotels"
level = "National industry"
employment = 630
lq = 6.97

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 740
lq = 0.98

[[industries.concentrated]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 610
lq = 0.86

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 830
lq = 0.34

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 220
lq = 0.19

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 220
lq = 0.06

[[industries.concentrated]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 120
lq = 0.02

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

[aiOutlook.index]
value = 65
percentile = 64
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 58
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 74
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 63
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.0039
percentile = 2
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 = 0.043478260869565216
beta = 0.45652173913043476
gamma = 0.8695652173913043

[aiOutlook.bls]
growthPercent = 3.4
growthPercentile = 57
direction = "About average"
annualOpeningsThousands = 5.4
annualOpeningsPercentile = 50
employment2024Thousands = 52
employment2034Thousands = 53.8

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.4021726
percentile = 58
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 = 0.8695652173913043
percentile = 74
band = "High"
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 = 0.18340282980745007
percentile = 63
band = "Moderate"
note = "How applicable today's AI assistants are to this job's activities, measured from real Microsoft Copilot conversations. Applicability is not the same as replacement."

[[aiOutlook.usageTasks]]
task = "Develop and implement policies and procedures for the operation of a department or establishment."
usagePercent = 0.002567694703153951
importance = 4.05

[[aiOutlook.usageTasks]]
task = "Answer inquiries pertaining to hotel policies and services, and resolve occupants' complaints."
usagePercent = 0.0022595713387754766
importance = 4.53

[[aiOutlook.usageTasks]]
task = "Meet with clients to schedule and plan details of conventions, banquets, receptions and other functions."
usagePercent = 0.0019514479743970028
importance = 4.43

[[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 = 5
totalSample = 266
autonomyMedian = 3.5
dominantCollaboration = "task iteration"
automationShare = 37.38
augmentationShare = 46.6
workUsePercent = 72.82
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 38.83

[[aiPlaybook.collaboration]]
label = "directive"
percent = 37.38

[[aiPlaybook.collaboration]]
label = "learning"
percent = 7.77

[[aiPlaybook.useCase]]
label = "work"
percent = 72.82

[[aiPlaybook.useCase]]
label = "personal"
percent = 22.82

[[aiPlaybook.delegatedTasks]]
task = "Develop and implement policies and procedures for the operation of a department or establishment."
usagePercent = 0.015101887735966997
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 151

[[aiPlaybook.delegatedTasks]]
task = "Answer inquiries pertaining to hotel policies and services, and resolve occupants' complaints."
usagePercent = 0.005500687585948244
collaboration = "directive"
autonomyMedian = 3
sampleCount = 55

[[aiPlaybook.boundaryTasks]]
task = "Answer inquiries pertaining to hotel policies and services, and resolve occupants' complaints."
humanNeededPercent = 100
sampleCount = 55

[[aiPlaybook.boundaryTasks]]
task = "Develop and implement policies and procedures for the operation of a department or establishment."
humanNeededPercent = 90.06622516556291
sampleCount = 151

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: develop and implement policies and procedures for the operation of a department or establishment. I'll give feedback as we go."
collaboration = "task iteration"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: answer inquiries pertaining to hotel policies and services, and resolve occupants' complaints. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 24
skills = 40
capabilities = 120
tools = 27
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "dbd442b4fc122200"

[[tasks]]
text = "Answer inquiries pertaining to hotel policies and services, and resolve occupants' complaints."
type = "Core"
iwa = "4.A.4.a.3.c"

[[tasks]]
text = "Participate in financial activities, such as the setting of room rates, the establishment of budgets, and the allocation of funds to departments."
type = "Core"
iwa = "4.A.4.b.4.h"

[[tasks]]
text = "Greet and register guests."
type = "Core"
iwa = "4.A.4.a.3.c"

[[tasks]]
text = "Confer and cooperate with other managers to ensure coordination of hotel activities."
type = "Core"
iwa = "4.A.4.a.2.c"

[[tasks]]
text = "Monitor the revenue activity of the hotel or facility."
type = "Core"
iwa = "4.A.1.a.2.c"

[[tasks]]
text = "Meet with clients to schedule and plan details of conventions, banquets, receptions and other functions."
type = "Supplemental"
iwa = "4.A.4.b.1.c"

[[tasks]]
text = "Manage and maintain temporary or permanent lodging facilities."
type = "Core"
iwa = "4.A.1.a.2.b"

[[tasks]]
text = "Train staff members."
type = "Core"
iwa = "4.A.4.b.3.d"

[[tasks]]
text = "Observe and monitor staff performance to ensure efficient operations and adherence to facility's policies and procedures."
type = "Core"
iwa = "4.A.1.a.2.f"

[[tasks]]
text = "Coordinate front-office activities of hotels or motels, and resolve problems."
type = "Core"
iwa = "4.A.4.a.8.c"

[[tasks]]
text = "Inspect guest rooms, public areas, and grounds for cleanliness and appearance."
type = "Core"
iwa = "4.A.1.b.2.e"

[[tasks]]
text = "Assign duties to workers, and schedule shifts."
type = "Core"
iwa = "4.A.4.b.1.f"

[[activities]]
name = "Provide basic information to guests, visitors, or clients."
iwa = "4.A.4.a.3.c"

[[activities]]
name = "Resolve customer complaints or problems."
iwa = "4.A.4.a.8.c"

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

[[activities]]
name = "Direct administrative or support services."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Manage organizational or project budgets."
iwa = "4.A.4.b.4.h"

[[activities]]
name = "Confer with organizational members to accomplish work activities."
iwa = "4.A.4.a.2.c"

[[activities]]
name = "Monitor facilities or operational systems."
iwa = "4.A.1.a.2.b"

[[activities]]
name = "Monitor performance of organizational members or partners."
iwa = "4.A.1.a.2.f"

[[activities]]
name = "Monitor activities of individuals to ensure safety or compliance with rules."
iwa = "4.A.1.a.2.f"

[[activities]]
name = "Evaluate employee performance."
iwa = "4.A.2.a.1.d"

[[activities]]
name = "Conduct employee training programs."
iwa = "4.A.4.b.3.d"

[[activities]]
name = "Guide patrons on tours."
iwa = "4.A.3.a.1.l"

[[activities]]
name = "Assign resources or facilities to patrons or employees."
iwa = "4.A.4.c.3.c"

[[activities]]
name = "Implement organizational process or policy changes."
iwa = "4.A.2.b.1.i"

[[activities]]
name = "Develop organizational policies or programs."
iwa = "4.A.2.b.4.a"

[[activities]]
name = "Develop operating strategies, plans, or procedures."
iwa = "4.A.2.b.4.a"

[[activities]]
name = "Inspect condition or functioning of facilities or equipment."
iwa = "4.A.1.b.2.e"

[[activities]]
name = "Document organizational or operational procedures."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Interview employees, customers, or others to collect information."
iwa = "4.A.1.a.1.w"

[[activities]]
name = "Hire personnel."
iwa = "4.A.4.c.2.a"

[[activities]]
name = "Schedule product or material transportation."
iwa = "4.A.2.b.5.b"

[[activities]]
name = "Purchase materials, equipment, or other resources."
iwa = "4.A.4.c.3.e"

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

[[activities]]
name = "Manage guest services."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Collect payments for goods or services."
iwa = "4.A.4.c.3.d"

[[activities]]
name = "Coordinate operational activities with external stakeholders."
iwa = "4.A.4.b.1.c"

[[activities]]
name = "Perform manual service or maintenance tasks."
iwa = "4.A.3.b.5.a"

[[activities]]
name = "Monitor flow of cash or other resources."
iwa = "4.A.1.a.2.c"

[[activities]]
name = "Maintain operational records."
iwa = "4.A.3.b.6.h"

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.72

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 4.7

[[capabilities]]
name = "Personnel and Human Resources"
family = "knowledge"
value = 4.64

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.55

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 4.33

[[capabilities]]
name = "Sales and Marketing"
family = "knowledge"
value = 4.25

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 4.12

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 4.12

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 4.12

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

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 4.1

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

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

[[capabilities]]
name = "Management of Personnel Resources"
family = "transferable_skill"
value = 4

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 4

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 4

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 4

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 4

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 4

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 4

[[capabilities]]
name = "Economics and Accounting"
family = "knowledge"
value = 3.99

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.96

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3.88

[[capabilities]]
name = "Negotiation"
family = "transferable_skill"
value = 3.88

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.75

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.75

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

[[capabilities]]
name = "Persuasion"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Instructing"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.75

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.68

[[capabilities]]
name = "Communications and Media"
family = "knowledge"
value = 3.63

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.62

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.62

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.62

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Financial Analysis 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 = "Facebook"
category = "Web page creation and editing software"
hot = true
inDemand = false

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

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

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

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

[[tools]]
example = "Enablez ResortSuite"
category = "Customer relationship management CRM software"
hot = false
inDemand = false

[[tools]]
example = "ePOS Business Solutions System 3 POS"
category = "Point of sale POS software"
hot = false
inDemand = false

[[tools]]
example = "Execu/Tech Systems HOTEL Premium"
category = "Facilities management software"
hot = false
inDemand = false

[[tools]]
example = "GraceSoft Easy InnKeeping Suite"
category = "Facilities management software"
hot = false
inDemand = false

[[tools]]
example = "Hotel management system software"
category = "Facilities management software"
hot = false
inDemand = false

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

[[tools]]
example = "INN-Client Server Systems ICSS Atrium"
category = "Facilities management software"
hot = false
inDemand = false

[[tools]]
example = "iRez Systems Rezware XP7"
category = "Facilities management software"
hot = false
inDemand = false

[[tools]]
example = "M-Tech Hotel Service Optimization System HotSOS"
category = "Facilities management software"
hot = false
inDemand = false

[[tools]]
example = "MICROS Systems OPERA Enterprise Solution OES"
category = "Facilities management software"
hot = false
inDemand = false

[[tools]]
example = "Oracle JD Edwards EnterpriseOne"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "Payroll software"
category = "Time accounting software"
hot = false
inDemand = false

[[tools]]
example = "RedSky IT Entirety e-Booking"
category = "Facilities management software"
hot = false
inDemand = false

[[tools]]
example = "Silverbyte Systems Optima Property Management System PMS"
category = "Facilities management software"
hot = false
inDemand = false

[[tools]]
example = "TCS Hotel Software Guest Tracker"
category = "Facilities management software"
hot = false
inDemand = false

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

[[workContext]]
name = "Telephone Conversations"
value = 4.92

[[workContext]]
name = "E-Mail"
value = 4.92

[[workContext]]
name = "Contact With Others"
value = 4.89

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

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

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.66

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 4.55

[[workContext]]
name = "Frequency of Decision Making"
value = 4.55

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.52

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.52

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 4.51

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 4.49

[[workContext]]
name = "Time Pressure"
value = 4.35

[[workContext]]
name = "Written Letters and Memos"
value = 4.32

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.2

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

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 4.14

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.11

[[workContext]]
name = "Conflict Situations"
value = 3.72

[[workContext]]
name = "Public Speaking"
value = 3.67

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.57

[[workContext]]
name = "Level of Competition"
value = 3.51

[[workContext]]
name = "Spend Time Sitting"
value = 3.4

[[workContext]]
name = "Spend Time Standing"
value = 3.12

[[workContext]]
name = "Physical Proximity"
value = 2.97

[[workContext]]
name = "Degree of Automation"
value = 2.86

[[workContext]]
name = "Consequence of Error"
value = 2.6

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.52

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.51

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.19

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 1.9

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 1.8

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 1.76

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 1.67

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.6

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 1.6

[[workContext]]
name = "Exposed to Contaminants"
value = 1.54

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 1.45

[[workContext]]
name = "Spend Time Keeping or Regaining Balance"
value = 1.42

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.24

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 6.51

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 6.21

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

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 5.76

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.22

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

[[personFit]]
name = "Business Initiatives"
family = "specific_interest_area"
value = 4.59

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 4.31

[[personFit]]
name = "Human Resources"
family = "specific_interest_area"
value = 4.08

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

[[personFit]]
name = "Sales"
family = "specific_interest_area"
value = 3.92

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 3.65

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 3.62

[[personFit]]
name = "Finance"
family = "specific_interest_area"
value = 3.26

[[personFit]]
name = "Social Orientation"
family = "work_style"
value = 3

[[personFit]]
name = "Public Speaking"
family = "specific_interest_area"
value = 2.85

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

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

[[relatedRoles]]
socCode = "11-9141.00"
slug = "role-11-9141-00"
title = "Property, Real Estate, and Community Association Managers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "11-3013.00"
slug = "role-11-3013-00"
title = "Facilities Managers"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "39-1022.00"
slug = "role-39-1022-00"
title = "First-Line Supervisors of Personal Service Workers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "11-9072.00"
slug = "role-11-9072-00"
title = "Entertainment and Recreation Managers, Except Gambling"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "11-1021.00"
slug = "role-11-1021-00"
title = "General and Operations Managers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "11-3012.00"
slug = "role-11-3012-00"
title = "Administrative Services Managers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "13-1121.00"
slug = "role-13-1121-00"
title = "Meeting, Convention, and Event Planners"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "37-1011.00"
slug = "role-37-1011-00"
title = "First-Line Supervisors of Housekeeping and Janitorial Workers"
tier = "Supplemental"

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

[[studyPrograms]]
title = "Business, Management, Marketing, and Related Support Services"
slug = "business-management-marketing-and-related-support-services"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.0039
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.4021726
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.205306
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.4639851
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
