entityType = "role"
schemaVersion = "role.v1"
slug = "role-41-9012-00"
socCode = "41-9012.00"
title = "Models"
summary = "Model garments or other apparel and accessories for prospective buyers at fashion shows, private showings, or retail establishments. May pose for photos to be used in magazines or advertisements. May pose as subject for paintings, sculptures, and other types of artistic expression."
aliases = ["Art Model", "Artist's Model", "Figure Model", "Model", "Art Class Model", "Fine Arts Model", "Life Drawing Model", "Nude Model", "Studio Model", "Undraped Artist Model", "Agent Model", "Character Impersonator"]
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 = 76.3

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 17.41

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 3.94

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 2.35

[educationLevel]
category = "No formal educational credential"
slug = "no-formal-educational-credential"

[market]
medianWage = 89990
meanWage = 81540
pct10Wage = 38010
pct25Wage = 45760
pct75Wage = 89990
pct90Wage = 124380
employment = 5350
areaTitle = "U.S."

[industries]
count = 9

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 1210
medianWage = 43310
lq = 2.56

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 560
medianWage = 46870
lq = 0.7

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 390
medianWage = 124380
lq = 3.87

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 140
medianWage = 64820
lq = 0.37

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 140
lq = 0.45

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
medianWage = 57600

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
medianWage = 43670

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
medianWage = 53220

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
medianWage = 89990

[[industries.concentrated]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 390
lq = 3.87

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 1210
lq = 2.56

[[industries.concentrated]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 560
lq = 0.7

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 140
lq = 0.45

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 140
lq = 0.37

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

[aiOutlook.index]
value = 48
percentile = 47
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 13
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 34
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 96
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.98
percentile = 97
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 = 0.13333333333333333
beta = 0.23333333333333334
gamma = 0.3333333333333333

[aiOutlook.bls]
growthPercent = -0.5
growthPercentile = 24
direction = "Declining"
annualOpeningsThousands = 1.2
annualOpeningsPercentile = 18
employment2024Thousands = 6.7
employment2034Thousands = 6.7

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -1.122021
percentile = 13
band = "Low"
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 = 0.3333333333333333
percentile = 34
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 = 0.33746972101288325
percentile = 96
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 = "Pose for artists and photographers."
usagePercent = 0.002156863550649319
importance = 4.39

[[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"

[counts]
tasks = 10
skills = 40
capabilities = 120
tools = 13
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "042bc2a820c6fe76"

[[tasks]]
text = "Record rates of pay and durations of jobs on vouchers."
type = "Supplemental"
iwa = "4.A.3.b.6.a"

[[tasks]]
text = "Pose for artists and photographers."
type = "Core"
iwa = "4.A.4.a.6.c"

[[tasks]]
text = "Gather information from agents concerning the pay, dates, times, provisions, and lengths of jobs."
type = "Supplemental"
iwa = "4.A.1.a.1.f"

[[tasks]]
text = "Report job completions to agencies and obtain information about future appointments."
type = "Supplemental"
iwa = "4.A.1.b.1.b"

[[tasks]]
text = "Assemble and maintain portfolios, print composite cards, and travel to go-sees to obtain jobs."
type = "Supplemental"
iwa = "4.A.3.a.2.h"

[[tasks]]
text = "Pose as directed, or strike suitable interpretive poses for promoting and selling merchandise or fashions during appearances, filming, or photo sessions."
type = "Supplemental"
iwa = "4.A.4.a.6.c"

[[tasks]]
text = "Follow strict routines of diet, sleep, and exercise to maintain appearance."
type = "Supplemental"
iwa = "4.A.3.a.1.p"

[[tasks]]
text = "Apply makeup to face and style hair to enhance appearance, considering such factors as color, camera techniques, and facial features."
type = "Supplemental"
iwa = "4.A.4.a.6.c"

[[tasks]]
text = "Work closely with photographers, fashion coordinators, directors, producers, stylists, make-up artists, other models, and clients to produce the desired looks, and to finish photo shoots on schedule."
type = "Supplemental"
iwa = "4.A.4.a.6.c"

[[tasks]]
text = "Dress in sample or completed garments, and select accessories."
type = "Supplemental"
iwa = "4.A.4.a.6.c"

[[activities]]
name = "Gather information about work conditions or locations."
iwa = "4.A.1.a.1.f"

[[activities]]
name = "Participate in physical training to maintain fitness."
iwa = "4.A.3.a.1.p"

[[activities]]
name = "Prepare financial documents, reports, or budgets."
iwa = "4.A.3.b.6.a"

[[activities]]
name = "Identify job or employment opportunities."
iwa = "4.A.1.b.1.b"

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

[[activities]]
name = "Arrange artwork, products, or props."
iwa = "4.A.3.a.2.h"

[[activities]]
name = "Drive passenger vehicles."
iwa = "4.A.3.a.4.a"

[[activities]]
name = "Model cosmetics, clothing, or accessories."
iwa = "4.A.4.a.6.c"

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 2.88

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 2.88

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 2.75

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

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 2.75

[[capabilities]]
name = "Trunk Strength"
family = "ability"
value = 2.75

[[capabilities]]
name = "Gross Body Coordination"
family = "ability"
value = 2.75

[[capabilities]]
name = "Gross Body Equilibrium"
family = "ability"
value = 2.75

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 2.75

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 2.75

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 2.72

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 2.62

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 2.62

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 2.62

[[capabilities]]
name = "Multilimb Coordination"
family = "ability"
value = 2.62

[[capabilities]]
name = "Extent Flexibility"
family = "ability"
value = 2.62

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 2.5

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 2.5

[[capabilities]]
name = "Originality"
family = "ability"
value = 2.5

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 2.48

[[capabilities]]
name = "Fine Arts"
family = "knowledge"
value = 2.38

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 2.38

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 2.38

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 2.38

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 2.25

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 2.25

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 2.25

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 2.25

[[capabilities]]
name = "Stamina"
family = "ability"
value = 2.25

[[capabilities]]
name = "Far Vision"
family = "ability"
value = 2.25

[[capabilities]]
name = "Visual Color Discrimination"
family = "ability"
value = 2.25

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 2.12

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 2.12

[[capabilities]]
name = "Visualization"
family = "ability"
value = 2.12

[[capabilities]]
name = "Time Sharing"
family = "ability"
value = 2.12

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 2

[[capabilities]]
name = "Persuasion"
family = "transferable_skill"
value = 2

[[capabilities]]
name = "Negotiation"
family = "transferable_skill"
value = 2

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 2

[[capabilities]]
name = "Dynamic Strength"
family = "ability"
value = 2

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

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

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

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

[[skills]]
name = "Apple IOS"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Apple iOS"
category = "Operating system software"
hot = true
inDemand = false

[[tools]]
example = "Apple Safari"
category = "Internet browser software"
hot = true
inDemand = false

[[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 Office software"
category = "Office suite 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 = "Instagram"
category = "Instant messaging software"
hot = false
inDemand = false

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

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

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

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

[[tools]]
example = "YouTube"
category = "Video creation and editing software"
hot = false
inDemand = false

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.77

[[workContext]]
name = "Contact With Others"
value = 4.69

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 3.98

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.73

[[workContext]]
name = "E-Mail"
value = 3.45

[[workContext]]
name = "Spend Time Sitting"
value = 3.38

[[workContext]]
name = "Physical Proximity"
value = 3.34

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.32

[[workContext]]
name = "Spend Time Keeping or Regaining Balance"
value = 3.04

[[workContext]]
name = "Telephone Conversations"
value = 3

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 3

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 2.95

[[workContext]]
name = "Frequency of Decision Making"
value = 2.94

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.83

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 2.76

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 2.67

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 2.66

[[workContext]]
name = "Spend Time Standing"
value = 2.6

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.57

[[workContext]]
name = "Exposed to Contaminants"
value = 2.49

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.3

[[workContext]]
name = "Consequence of Error"
value = 2.22

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.16

[[workContext]]
name = "Public Speaking"
value = 2.12

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 1.95

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 1.93

[[workContext]]
name = "Written Letters and Memos"
value = 1.77

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 1.74

[[workContext]]
name = "Conflict Situations"
value = 1.73

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 1.71

[[workContext]]
name = "Time Pressure"
value = 1.67

[[workContext]]
name = "Level of Competition"
value = 1.65

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 1.6

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 1.51

[[workContext]]
name = "Outdoors, Under Cover"
value = 1.47

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.44

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 1.42

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 1.38

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 1.34

[[workContext]]
name = "Degree of Automation"
value = 1.33

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 6.91

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.01

[[personFit]]
name = "Applied Arts and Design"
family = "specific_interest_area"
value = 4.7

[[personFit]]
name = "Visual Arts"
family = "specific_interest_area"
value = 4.38

[[personFit]]
name = "Marketing/Advertising"
family = "specific_interest_area"
value = 4.12

[[personFit]]
name = "Performing Arts"
family = "specific_interest_area"
value = 3.81

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 3.71

[[personFit]]
name = "Media"
family = "specific_interest_area"
value = 2.57

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.49

[[personFit]]
name = "Self-Confidence"
family = "work_style"
value = 2.28

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 2.26

[[personFit]]
name = "Sales"
family = "specific_interest_area"
value = 2.04

[[personFit]]
name = "Public Speaking"
family = "specific_interest_area"
value = 1.87

[[personFit]]
name = "Social Orientation"
family = "work_style"
value = 1.86

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 1.62

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 1.55

[[relatedRoles]]
socCode = "27-1013.00"
slug = "role-27-1013-00"
title = "Fine Artists, Including Painters, Sculptors, and Illustrators"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "39-5091.00"
slug = "role-39-5091-00"
title = "Makeup Artists, Theatrical and Performance"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "27-4021.00"
slug = "role-27-4021-00"
title = "Photographers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "39-3092.00"
slug = "role-39-3092-00"
title = "Costume Attendants"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "27-1012.00"
slug = "role-27-1012-00"
title = "Craft Artists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "27-4031.00"
slug = "role-27-4031-00"
title = "Camera Operators, Television, Video, and Film"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "41-9011.00"
slug = "role-41-9011-00"
title = "Demonstrators and Product Promoters"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "27-1022.00"
slug = "role-27-1022-00"
title = "Fashion Designers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "27-2011.00"
slug = "role-27-2011-00"
title = "Actors"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "27-2031.00"
slug = "role-27-2031-00"
title = "Dancers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "27-2012.04"
slug = "role-27-2012-04"
title = "Talent Directors"
tier = "Supplemental"

[[relatedRoles]]
socCode = "27-1026.00"
slug = "role-27-1026-00"
title = "Merchandise Displayers and Window Trimmers"
tier = "Supplemental"

[[careerClusters]]
cluster = "Arts, Entertainment, & Design"
slug = "arts-entertainment-design"

[[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 = 0.98
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -1.122021
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -1.800854
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.5034364
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
