entityType = "role"
schemaVersion = "role.v1"
slug = "role-39-7012-00"
socCode = "39-7012.00"
title = "Travel Guides"
summary = "Plan, organize, and conduct long-distance travel, tours, and expeditions for individuals and groups."
aliases = ["Guide", "Tour Escort", "Tour Manager", "Travel Consultant", "Cruise Counselor", "Naturalist Guide", "Tour Coordinator", "Tour Operations Specialist", "Tour Operator", "Whitewater Rafting Guide", "Adventure Guide", "Alpine Guide"]
emergingTasks = []
careerClusters = []

[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 = 45.84

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 21.25

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 17.65

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 8.77

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 5.7

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 0.78

[market]

[industries]
top = []
concentrated = []

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

[aiOutlook.index]
value = 56
percentile = 55
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 2

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

[[aiOutlook.index.components]]
percentile = 49
source = "openai_gpts_are_gpts"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.057
percentile = 24
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 = 0.16
beta = 0.38
gamma = 0.6

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.6083829
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 = 0.6
percentile = 49
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.usageTasks]]
task = "Plan tour itineraries, applying knowledge of travel routes and destination sites."
usagePercent = 0.0300933819209643
importance = 4.55

[[aiOutlook.usageTasks]]
task = "Resolve any problems with itineraries, service, or accommodations."
usagePercent = 0.007805791897588011
importance = 4.45

[[aiOutlook.usageTasks]]
task = "Provide tourists with assistance in obtaining permits and documents such as visas, passports, and health certificates, and in converting currency."
usagePercent = 0.005340804982560217
importance = 3.62

[[aiOutlook.usageTasks]]
task = "Give advice on sightseeing and shopping."
usagePercent = 0.004416434889424795
importance = 3.82

[[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 = "openai_gpts_are_gpts"
version = "gpts-are-gpts"

[aiPlaybook]
trustedTaskCount = 3
taskCount = 4
totalSample = 344
autonomyMedian = 4
dominantCollaboration = "task iteration"
automationShare = 38.58
augmentationShare = 50.31
workUsePercent = 5.56
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 50.31

[[aiPlaybook.collaboration]]
label = "directive"
percent = 38.58

[[aiPlaybook.useCase]]
label = "personal"
percent = 92.59

[[aiPlaybook.useCase]]
label = "work"
percent = 5.56

[[aiPlaybook.delegatedTasks]]
task = "Plan tour itineraries, applying knowledge of travel routes and destination sites."
usagePercent = 0.022902862857857233
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 229

[[aiPlaybook.delegatedTasks]]
task = "Give advice on sightseeing and shopping."
usagePercent = 0.005300662582822853
collaboration = "directive"
autonomyMedian = 4
sampleCount = 53

[[aiPlaybook.delegatedTasks]]
task = "Provide tourists with assistance in obtaining permits and documents such as visas, passports, and health certificates, and in converting currency."
usagePercent = 0.004200525065633205
collaboration = "directive"
autonomyMedian = 3
sampleCount = 42

[[aiPlaybook.boundaryTasks]]
task = "Give advice on sightseeing and shopping."
humanNeededPercent = 100
sampleCount = 53

[[aiPlaybook.boundaryTasks]]
task = "Plan tour itineraries, applying knowledge of travel routes and destination sites."
humanNeededPercent = 99.56331877729258
sampleCount = 229

[[aiPlaybook.boundaryTasks]]
task = "Provide tourists with assistance in obtaining permits and documents such as visas, passports, and health certificates, and in converting currency."
humanNeededPercent = 97.61904761904762
sampleCount = 42

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: plan tour itineraries, applying knowledge of travel routes and destination sites. I'll give feedback as we go."
collaboration = "task iteration"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: give advice on sightseeing and shopping. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: provide tourists with assistance in obtaining permits and documents such as visas, passports, and health certificates, and in converting currency. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 17
skills = 39
capabilities = 120
tools = 15
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "518d61beacb34625"

[[tasks]]
text = "Explain hunting and fishing laws to groups to ensure compliance."
type = "Supplemental"
iwa = "4.A.4.a.1.b"

[[tasks]]
text = "Lead individuals or groups to tour site locations and describe points of interest."
type = "Supplemental"
iwa = "4.A.3.a.1.l"

[[tasks]]
text = "Pilot airplanes or drive land and water vehicles to transport tourists to activity or tour sites."
type = "Supplemental"
iwa = "4.A.3.a.4.a"

[[tasks]]
text = "Arrange for tour or expedition details such as accommodations, transportation, equipment, and the availability of medical personnel."
type = "Core"
iwa = "4.A.4.a.5.j"

[[tasks]]
text = "Plan tour itineraries, applying knowledge of travel routes and destination sites."
type = "Core"
iwa = "4.A.4.b.1.e"

[[tasks]]
text = "Resolve any problems with itineraries, service, or accommodations."
type = "Core"
iwa = "4.A.4.a.8.c"

[[tasks]]
text = "Sell or rent equipment, clothing, and supplies related to expeditions."
type = "Supplemental"
iwa = "4.A.4.a.6.b"

[[tasks]]
text = "Pay bills and record checks issued."
type = "Supplemental"
iwa = "4.A.3.b.6.j"

[[tasks]]
text = "Attend to special needs of tour participants."
type = "Core"
iwa = "4.A.4.a.5.i"

[[tasks]]
text = "Sell travel packages."
type = "Core"
iwa = "4.A.4.a.6.b"

[[tasks]]
text = "Evaluate services received on the tour, and report findings to tour organizers."
type = "Core"
iwa = "4.A.2.a.1.b"

[[tasks]]
text = "Verify amounts and quality of equipment prior to expeditions or tours."
type = "Supplemental"
iwa = "4.A.4.c.3.g"

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

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

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

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

[[activities]]
name = "Evaluate program effectiveness."
iwa = "4.A.2.a.1.b"

[[activities]]
name = "Report information to managers or other personnel."
iwa = "4.A.4.a.2.c"

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

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

[[activities]]
name = "Monitor availability of equipment or supplies."
iwa = "4.A.4.c.3.g"

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

[[activities]]
name = "Manage budgets for personal services operations."
iwa = "4.A.4.b.4.h"

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

[[activities]]
name = "Administer first aid."
iwa = "4.A.4.a.5.g"

[[activities]]
name = "Drive vehicles to transport patrons."
iwa = "4.A.3.a.4.a"

[[activities]]
name = "Prepare foods or meals."
iwa = "4.A.3.a.2.c"

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

[[activities]]
name = "Explain regulations, policies, or procedures."
iwa = "4.A.4.a.1.b"

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.33

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

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

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

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

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

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.88

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

[[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 = 3.75

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

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.38

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.38

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.27

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.25

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.25

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.25

[[capabilities]]
name = "Sales and Marketing"
family = "knowledge"
value = 3.19

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

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.12

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.12

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.12

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.12

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.12

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

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

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

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

[[capabilities]]
name = "Time Sharing"
family = "ability"
value = 3

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

[[capabilities]]
name = "Transportation"
family = "knowledge"
value = 2.94

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

[[capabilities]]
name = "Management of Personnel Resources"
family = "transferable_skill"
value = 2.88

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

[[capabilities]]
name = "Geography"
family = "knowledge"
value = 2.86

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Installation"
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 = "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 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 = "Structured query language SQL"
category = "Data base user interface and query software"
hot = true
inDemand = false

[[tools]]
example = "Tableau"
category = "Business intelligence and data analysis software"
hot = true
inDemand = false

[[tools]]
example = "Customer information databases"
category = "Customer relationship management CRM software"
hot = false
inDemand = false

[[tools]]
example = "Data visualization software"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "Global positioning system GPS software"
category = "Mobile location based services software"
hot = false
inDemand = false

[[tools]]
example = "Travel Agent CMS"
category = "Data base user interface and query software"
hot = false
inDemand = false

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

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

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.88

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

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.77

[[workContext]]
name = "E-Mail"
value = 4.72

[[workContext]]
name = "Frequency of Decision Making"
value = 4.61

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.41

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.38

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 4.34

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.29

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.2

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 4.16

[[workContext]]
name = "Time Pressure"
value = 4.07

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 4.06

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.01

[[workContext]]
name = "Written Letters and Memos"
value = 3.7

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.69

[[workContext]]
name = "Spend Time Sitting"
value = 3.54

[[workContext]]
name = "Physical Proximity"
value = 3.38

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 3.2

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.15

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 3.07

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.96

[[workContext]]
name = "Public Speaking"
value = 2.87

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.87

[[workContext]]
name = "Spend Time Standing"
value = 2.8

[[workContext]]
name = "Conflict Situations"
value = 2.76

[[workContext]]
name = "Level of Competition"
value = 2.67

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.51

[[workContext]]
name = "Consequence of Error"
value = 2.49

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.44

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.41

[[workContext]]
name = "Outdoors, Under Cover"
value = 2.4

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.4

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.36

[[workContext]]
name = "In an Open Vehicle or Operating Equipment"
value = 2.32

[[workContext]]
name = "Degree of Automation"
value = 2.29

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 2.03

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 2.01

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 1.99

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 6.48

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

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 4.84

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 4.61

[[personFit]]
name = "Public Speaking"
family = "specific_interest_area"
value = 4.33

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.3

[[personFit]]
name = "Sales"
family = "specific_interest_area"
value = 4

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

[[personFit]]
name = "Professional Advising"
family = "specific_interest_area"
value = 3.48

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 3.11

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

[[personFit]]
name = "Marketing/Advertising"
family = "specific_interest_area"
value = 2.56

[[personFit]]
name = "Teaching/Education"
family = "specific_interest_area"
value = 2.48

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 2.45

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 2.45

[[personFit]]
name = "Adaptability"
family = "work_style"
value = 2.42

[[relatedRoles]]
socCode = "39-7011.00"
slug = "role-39-7011-00"
title = "Tour Guides and Escorts"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "41-3041.00"
slug = "role-41-3041-00"
title = "Travel Agents"
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 = "39-6012.00"
slug = "role-39-6012-00"
title = "Concierges"
tier = "Primary-Short"

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

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

[[relatedRoles]]
socCode = "53-2031.00"
slug = "role-53-2031-00"
title = "Flight Attendants"
tier = "Primary-Long"

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

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

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

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

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

[[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 = 0.057
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.6083829
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.6071175
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.552707
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
