entityType = "role"
schemaVersion = "role.v1"
slug = "role-43-3041-00"
socCode = "43-3041.00"
title = "Gambling Cage Workers"
summary = "In a gambling establishment, conduct financial transactions for patrons. Accept patron's credit application and verify credit references to provide check-cashing authorization or to establish house credit accounts. May reconcile daily summaries of transactions to balance books. May sell gambling chips, tokens, or tickets to patrons, or to other workers for resale to patrons. May convert gambling chips, tokens, or tickets to currency upon patron's request. May use a cash register or computer to record transaction."
aliases = ["Cage Cashier", "Casino Cage Cashier", "Casino Cashier", "Vault Cashier", "Cage and Players Club Rep (Cage and Players Club Representative)", "Casino Services Rep (Casino Services Representative)", "Dual Rate Banker", "Gaming Cage Worker", "Gaming Cashier", "Mutuel Clerk", "Casino Gaming Worker", "Casino Worker"]
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 = 84.85

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 13.71

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 1.44

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

[market]
medianWage = 36990
meanWage = 38600
pct10Wage = 27940
pct25Wage = 31870
pct75Wage = 43840
pct90Wage = 49350
employment = 13490
areaTitle = "U.S."

[industries]
count = 4

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 7610
medianWage = 35880
lq = 32.92

[[industries.top]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 5490
medianWage = 38460
lq = 4.41

[[industries.top]]
naics = "721120"
slug = "721120"
title = "Casino Hotels"
level = "National industry"
employment = 5480
medianWage = 38460
lq = 185.86

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
medianWage = 32370

[[industries.concentrated]]
naics = "721120"
slug = "721120"
title = "Casino Hotels"
level = "National industry"
employment = 5480
lq = 185.86

[[industries.concentrated]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 7610
lq = 32.92

[[industries.concentrated]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 5490
lq = 4.41

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

[aiOutlook.index]
value = 57
percentile = 56
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

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

[[aiOutlook.index.components]]
percentile = 41
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 73
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.39
percentile = 43
band = "Moderate"
note = "A pre-LLM (2013) estimate of how automatable this job is by computerization and robotics. Shown for historical context only — it is not part of any current AI ranking."

[aiOutlook.eloundou]
alpha = 0.3870967741935484
beta = 0.4193548387096774
gamma = 0.45161290322580644

[aiOutlook.bls]
growthPercent = -5
growthPercentile = 12
direction = "Declining"
annualOpeningsThousands = 1.3
annualOpeningsPercentile = 20
employment2024Thousands = 14.1
employment2034Thousands = 13.4

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.4026518
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 = 0.45161290322580644
percentile = 41
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 = 0.21830307495943585
percentile = 73
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 = "Prepare reports, including assignment of company funds or recording of department revenues."
usagePercent = 0.009038285355101906
importance = 4.8

[[aiOutlook.usageTasks]]
task = "Provide customers with information about casino operations."
usagePercent = 0.002464986915027793
importance = 4.07

[[aiOutlook.sources]]
source = "bls_employment_projections"
version = "2024-2034"

[[aiOutlook.sources]]
source = "dingel_neiman"
version = "dingel-neiman-workathome"

[[aiOutlook.sources]]
source = "felten_aioe"
version = "felten-raj-seamans-aioe"

[[aiOutlook.sources]]
source = "frey_osborne"
version = "frey-osborne-automation"

[[aiOutlook.sources]]
source = "microsoft_working_with_ai"
version = "working-with-ai"

[[aiOutlook.sources]]
source = "openai_gpts_are_gpts"
version = "gpts-are-gpts"

[aiPlaybook]
trustedTaskCount = 2
taskCount = 2
totalSample = 176
autonomyMedian = 3.75
dominantCollaboration = "directive"
automationShare = 44.89
augmentationShare = 39.77
workUsePercent = 29.55
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 44.89

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 31.25

[[aiPlaybook.collaboration]]
label = "learning"
percent = 8.52

[[aiPlaybook.useCase]]
label = "personal"
percent = 57.95

[[aiPlaybook.useCase]]
label = "work"
percent = 29.55

[[aiPlaybook.useCase]]
label = "coursework"
percent = 10.8

[[aiPlaybook.delegatedTasks]]
task = "Provide customers with information about casino operations."
usagePercent = 0.012001500187523441
collaboration = "directive"
autonomyMedian = 4
sampleCount = 120

[[aiPlaybook.delegatedTasks]]
task = "Prepare reports, including assignment of company funds or recording of department revenues."
usagePercent = 0.005600700087510939
collaboration = "directive"
autonomyMedian = 3.5
sampleCount = 56

[[aiPlaybook.boundaryTasks]]
task = "Provide customers with information about casino operations."
humanNeededPercent = 100
sampleCount = 120

[[aiPlaybook.boundaryTasks]]
task = "Prepare reports, including assignment of company funds or recording of department revenues."
humanNeededPercent = 96.42857142857143
sampleCount = 56

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: provide customers with information about casino operations. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: prepare reports, including assignment of company funds or recording of department revenues. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 17
skills = 36
capabilities = 120
tools = 6
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "f15de62ffb62b94a"

[[tasks]]
text = "Maintain confidentiality of customers' transactions."
type = "Core"
iwa = "4.A.3.a.1.k"

[[tasks]]
text = "Follow all gaming regulations."
type = "Core"
iwa = "4.A.1.a.2.k"

[[tasks]]
text = "Prepare bank deposits, balancing assigned funds as necessary."
type = "Supplemental"
iwa = "4.A.2.a.2.d"

[[tasks]]
text = "Maintain cage security."
type = "Core"
iwa = "4.A.3.a.1.k"

[[tasks]]
text = "Cash checks and process credit card advances for patrons."
type = "Core"
iwa = "4.A.4.c.1.c"

[[tasks]]
text = "Supply currency, coins, chips, or gaming checks to other departments as needed."
type = "Core"
iwa = "4.A.3.a.2.ak"

[[tasks]]
text = "Prepare reports, including assignment of company funds or recording of department revenues."
type = "Supplemental"
iwa = "4.A.3.b.6.c"

[[tasks]]
text = "Convert gaming checks, coupons, tokens, or coins to currency for gaming patrons."
type = "Core"
iwa = "4.A.4.c.1.c"

[[tasks]]
text = "Record casino exchange transactions, using cash registers."
type = "Supplemental"
iwa = "4.A.3.b.6.j"

[[tasks]]
text = "Count funds and reconcile daily summaries of transactions to balance books."
type = "Core"
iwa = "4.A.2.a.2.d"

[[tasks]]
text = "Verify accuracy of reports, such as authorization forms, transaction reconciliations, or exchange summary reports."
type = "Core"
iwa = "4.A.2.a.2.a"

[[tasks]]
text = "Determine cash requirements for windows and order all necessary currency, coins, or chips."
type = "Core"
iwa = "4.A.4.c.3.e"

[[activities]]
name = "Monitor organizational compliance with regulations."
iwa = "4.A.1.a.2.k"

[[activities]]
name = "Maintain security."
iwa = "4.A.3.a.1.k"

[[activities]]
name = "Reconcile records of sales or other financial transactions."
iwa = "4.A.2.a.2.d"

[[activities]]
name = "Prepare cash for deposit or disbursement."
iwa = "4.A.2.a.2.d"

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

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

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

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

[[activities]]
name = "Stock supplies or merchandise."
iwa = "4.A.3.a.2.ak"

[[activities]]
name = "Train personnel."
iwa = "4.A.4.b.3.d"

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

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

[[activities]]
name = "Prepare research or technical reports."
iwa = "4.A.3.b.6.c"

[[activities]]
name = "Enter information into databases or software programs."
iwa = "4.A.3.b.1.f"

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

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

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

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.88

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.76

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.75

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.62

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

[[capabilities]]
name = "Number Facility"
family = "ability"
value = 3.62

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 3.5

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.25

[[capabilities]]
name = "Mathematics"
family = "essential_skill"
value = 3.25

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

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

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.19

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

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

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.08

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

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

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

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

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

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3

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

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

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

[[capabilities]]
name = "Coordination"
family = "transferable_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 = "Judgment and Decision Making"
family = "transferable_skill"
value = 2.88

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

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 2.88

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

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

[[capabilities]]
name = "Memorization"
family = "ability"
value = 2.62

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 2.61

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Microsoft 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 = "Corel WordPerfect Office Suite"
category = "Office suite software"
hot = false
inDemand = false

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.97

[[workContext]]
name = "Contact With Others"
value = 4.96

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.93

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 4.84

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 4.6

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.28

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.23

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 4.11

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 4.07

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

[[workContext]]
name = "Physical Proximity"
value = 4.06

[[workContext]]
name = "Spend Time Standing"
value = 4.05

[[workContext]]
name = "Consequence of Error"
value = 3.98

[[workContext]]
name = "Frequency of Decision Making"
value = 3.98

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 3.88

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.86

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.73

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.63

[[workContext]]
name = "Telephone Conversations"
value = 3.34

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.26

[[workContext]]
name = "Conflict Situations"
value = 3.22

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.05

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.01

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3

[[workContext]]
name = "Written Letters and Memos"
value = 2.97

[[workContext]]
name = "Level of Competition"
value = 2.94

[[workContext]]
name = "Exposed to Contaminants"
value = 2.78

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.72

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.55

[[workContext]]
name = "E-Mail"
value = 2.4

[[workContext]]
name = "Degree of Automation"
value = 2.36

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 2.34

[[workContext]]
name = "Spend Time Sitting"
value = 2.33

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2

[[workContext]]
name = "Public Speaking"
value = 1.95

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 1.67

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.63

[[workContext]]
name = "Exposed to Disease or Infections"
value = 1.6

[[workContext]]
name = "Spend Time Keeping or Regaining Balance"
value = 1.56

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 1.51

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.98

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 4.77

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 4.66

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 4.41

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

[[personFit]]
name = "Finance"
family = "specific_interest_area"
value = 3

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

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.91

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 2.9

[[personFit]]
name = "Integrity"
family = "work_style"
value = 2.8

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 2.54

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 2.32

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 2.04

[[personFit]]
name = "Sales"
family = "specific_interest_area"
value = 1.95

[[personFit]]
name = "Self-Control"
family = "work_style"
value = 1.87

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 1.64

[[relatedRoles]]
socCode = "41-2012.00"
slug = "role-41-2012-00"
title = "Gambling Change Persons and Booth Cashiers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "11-9071.00"
slug = "role-11-9071-00"
title = "Gambling Managers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "39-3012.00"
slug = "role-39-3012-00"
title = "Gambling and Sports Book Writers and Runners"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "39-1013.00"
slug = "role-39-1013-00"
title = "First-Line Supervisors of Gambling Services Workers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "43-3071.00"
slug = "role-43-3071-00"
title = "Tellers"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "39-3011.00"
slug = "role-39-3011-00"
title = "Gambling Dealers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "43-4141.00"
slug = "role-43-4141-00"
title = "New Accounts Clerks"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "33-9031.00"
slug = "role-33-9031-00"
title = "Gambling Surveillance Officers and Gambling Investigators"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "43-3031.00"
slug = "role-43-3031-00"
title = "Bookkeeping, Accounting, and Auditing Clerks"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "43-4041.00"
slug = "role-43-4041-00"
title = "Credit Authorizers, Checkers, and Clerks"
tier = "Supplemental"

[[relatedRoles]]
socCode = "41-2021.00"
slug = "role-41-2021-00"
title = "Counter and Rental Clerks"
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 = 0.39
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.4026518
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.5270686
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.4955334
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
