entityType = "role"
schemaVersion = "role.v1"
slug = "role-27-1026-00"
socCode = "27-1026.00"
title = "Merchandise Displayers and Window Trimmers"
summary = "Plan and erect commercial displays, such as those in windows and interiors of retail stores and at trade exhibitions."
aliases = ["Display Associate", "Merchandiser", "Visual Merchandiser (VM)", "Visual Merchandising Specialist", "Decorator", "Display Decorator", "Display Specialist", "In-Store Marketing Associate", "Apparel Merchandiser", "Display Artist", "Display Coordinator", "Display Designer"]
emergingTasks = []

[preparation]
jobZone = "3"
jobZoneName = "Job Zone Three: Medium Preparation Needed"
education = "Most occupations in this zone require training in vocational schools, related on-the-job experience, or an associate's degree."
experience = "Previous work-related skill, knowledge, or experience is required for these occupations. For example, an electrician must have completed three or four years of apprenticeship or several years of vocational training, and often must have passed a licensing exam, in order to perform the job."
svpRange = "(6.0 to < 7.0)"

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 39.46

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 19.52

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 17.64

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 14.68

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 8.7

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

[market]
medianWage = 37350
meanWage = 40540
pct10Wage = 30050
pct25Wage = 33580
pct75Wage = 44750
pct90Wage = 53800
employment = 192480
areaTitle = "U.S."

[industries]
count = 18

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 79710
medianWage = 35770
lq = 4.09

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 59180
medianWage = 40860
lq = 7.85

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 18710
medianWage = 35820
lq = 1.39

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 10110
medianWage = 39880
lq = 0.63

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 4570
medianWage = 58190
lq = 1.3

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 2260
medianWage = 43180
lq = 0.24

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 2180
medianWage = 36160
lq = 0.66

[[industries.top]]
naics = "459110"
slug = "459110"
title = "Sporting Goods Retailers"
level = "National industry"
employment = 1940
medianWage = 36360
lq = 5.22

[[industries.top]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 640
medianWage = 31470
lq = 0.04

[[industries.top]]
naics = "722511"
slug = "722511"
title = "Full-Service Restaurants"
level = "National industry"
employment = 480
medianWage = 29800
lq = 0.07

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 250
medianWage = 39010
lq = 0.08

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 180
medianWage = 56640
lq = 0.05

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 59180
lq = 7.85

[[industries.concentrated]]
naics = "459110"
slug = "459110"
title = "Sporting Goods Retailers"
level = "National industry"
employment = 1940
lq = 5.22

[[industries.concentrated]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 79710
lq = 4.09

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 18710
lq = 1.39

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 4570
lq = 1.3

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 2180
lq = 0.66

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 10110
lq = 0.63

[[industries.concentrated]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 2260
lq = 0.24

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

[aiOutlook.index]
value = 42
percentile = 40
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 17
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 50
source = "openai_gpts_are_gpts"

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

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.48
percentile = 46
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
beta = 0.3048780487804878
gamma = 0.6097560975609756

[aiOutlook.bls]
growthPercent = 3.2
growthPercentile = 54
direction = "About average"
annualOpeningsThousands = 20.8
annualOpeningsPercentile = 78
employment2024Thousands = 193
employment2034Thousands = 199.3

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -1.001413
percentile = 17
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 = 0.6097560975609756
percentile = 50
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 = 0.16894918757541824
percentile = 58
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 = "Select themes, lighting, colors, or props to be used."
usagePercent = 0.005135389406307902
importance = 3.8

[[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 = 1
taskCount = 2
totalSample = 55
autonomyMedian = 4
dominantCollaboration = "task iteration"
augmentationShare = 73.33
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 73.33

[[aiPlaybook.useCase]]
label = "personal"
percent = 73.33

[[aiPlaybook.delegatedTasks]]
task = "Prepare sketches, floor plans, or models of proposed displays."
usagePercent = 0.0030003750468808603
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 30

[[aiPlaybook.boundaryTasks]]
task = "Prepare sketches, floor plans, or models of proposed displays."
humanNeededPercent = 50
sampleCount = 30

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: prepare sketches, floor plans, or models of proposed displays. I'll give feedback as we go."
collaboration = "task iteration"

[counts]
tasks = 24
skills = 47
capabilities = 120
tools = 25
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "892dc0dc051a646e"

[[tasks]]
text = "Dress mannequins for displays."
type = "Supplemental"
iwa = "4.A.3.a.2.h"

[[tasks]]
text = "Plan commercial displays to entice and appeal to customers."
type = "Core"
iwa = "4.A.2.b.2.c"

[[tasks]]
text = "Arrange properties, furniture, merchandise, backdrops, or other accessories, as shown in prepared sketches."
type = "Core"
iwa = "4.A.3.a.2.h"

[[tasks]]
text = "Change or rotate window displays, interior display areas, or signage to reflect changes in inventory or promotion."
type = "Core"
iwa = "4.A.3.a.2.h"

[[tasks]]
text = "Place prices or descriptive signs on backdrops, fixtures, merchandise, or floor."
type = "Core"
iwa = "4.A.3.a.2.h"

[[tasks]]
text = "Consult with store managers, buyers, sales associates, housekeeping staff, or engineering staff to determine appropriate placement of displays or products."
type = "Core"
iwa = "4.A.4.a.2.h"

[[tasks]]
text = "Maintain props, products, or mannequins, inspecting them for imperfections, doing touch-ups, cleaning up after customers, or applying preservative coatings as necessary."
type = "Core"
iwa = "4.A.4.c.3.a"

[[tasks]]
text = "Supervise or train staff members on daily tasks, such as visual merchandising."
type = "Supplemental"
iwa = "4.A.4.b.3.d"

[[tasks]]
text = "Develop ideas or plans for merchandise displays or window decorations."
type = "Core"
iwa = "4.A.2.b.2.t"

[[tasks]]
text = "Assemble or set up displays, furniture, or products in store space, using colors, lights, pictures, or other accessories to display the product."
type = "Core"
iwa = "4.A.3.a.2.h"

[[tasks]]
text = "Store, pack, and maintain inventory records of props, products, or display items."
type = "Supplemental"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Select themes, lighting, colors, or props to be used."
type = "Core"
iwa = "4.A.2.b.1.j"

[[activities]]
name = "Discuss production content and progress with others."
iwa = "4.A.4.a.2.h"

[[activities]]
name = "Maintain inventories of materials, equipment, or products."
iwa = "4.A.4.c.3.a"

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

[[activities]]
name = "Train others on work processes."
iwa = "4.A.4.b.3.d"

[[activities]]
name = "Maintain records, documents, or other files."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Operate still or video cameras or related equipment."
iwa = "4.A.3.a.3.e"

[[activities]]
name = "Develop promotional strategies or plans."
iwa = "4.A.2.b.2.c"

[[activities]]
name = "Develop artistic or design concepts for decoration, exhibition, or commercial purposes."
iwa = "4.A.2.b.2.t"

[[activities]]
name = "Collaborate with others in marketing activities."
iwa = "4.A.4.a.2.e"

[[activities]]
name = "Draw detailed or technical illustrations."
iwa = "4.A.2.b.2.o"

[[activities]]
name = "Select materials or props."
iwa = "4.A.2.b.1.j"

[[activities]]
name = "Monitor current trends."
iwa = "4.A.1.a.2.h"

[[activities]]
name = "Build models, patterns, or templates."
iwa = "4.A.3.a.2.aj"

[[activities]]
name = "Construct distinctive physical objects for artistic, functional, or commercial purposes."
iwa = "4.A.3.a.2.ab"

[[capabilities]]
name = "Visualization"
family = "ability"
value = 3.88

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.85

[[capabilities]]
name = "Sales and Marketing"
family = "knowledge"
value = 3.78

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 3.62

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 3.62

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.62

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.5

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.38

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 3.38

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.3

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

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.25

[[capabilities]]
name = "Originality"
family = "ability"
value = 3.25

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

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

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.25

[[capabilities]]
name = "Finger Dexterity"
family = "ability"
value = 3.25

[[capabilities]]
name = "Trunk Strength"
family = "ability"
value = 3.25

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

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

[[capabilities]]
name = "Visual Color Discrimination"
family = "ability"
value = 3.25

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.15

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

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.12

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

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

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

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3

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

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

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

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

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3

[[capabilities]]
name = "Multilimb Coordination"
family = "ability"
value = 3

[[capabilities]]
name = "Static Strength"
family = "ability"
value = 3

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

[[capabilities]]
name = "Gross Body Coordination"
family = "ability"
value = 3

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

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 2.88

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

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

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

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

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

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

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

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

[[skills]]
name = "Critical Thinking"
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 Edge"
type = "Specialized Skill"

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

[[skills]]
name = "Google Docs"
type = "Specialized Skill"

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

[[skills]]
name = "Adobe InDesign"
type = "Specialized Skill"

[[skills]]
name = "Adobe Illustrator"
type = "Specialized Skill"

[[skills]]
name = "Adobe Acrobat"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Netscape Navigator"
type = "Specialized Skill"

[[skills]]
name = "Microsoft Internet Explorer"
type = "Common Skill"

[[skills]]
name = "Inventory Control Systems"
type = "Specialized Skill"

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

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

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

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

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

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

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

[[tools]]
example = "Adobe Acrobat"
category = "Document management software"
hot = true
inDemand = false

[[tools]]
example = "Adobe Creative Cloud software"
category = "Graphics or photo imaging software"
hot = true
inDemand = false

[[tools]]
example = "Adobe Illustrator"
category = "Graphics or photo imaging software"
hot = true
inDemand = false

[[tools]]
example = "Adobe InDesign"
category = "Desktop publishing software"
hot = true
inDemand = false

[[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 = "Autodesk AutoCAD"
category = "Computer aided design CAD software"
hot = true
inDemand = false

[[tools]]
example = "Google Docs"
category = "Word processing software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Edge"
category = "Internet browser 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 = "Mozilla Firefox"
category = "Internet browser software"
hot = true
inDemand = false

[[tools]]
example = "SAS"
category = "Analytical or scientific software"
hot = true
inDemand = false

[[tools]]
example = "Trimble SketchUp Pro"
category = "Graphics or photo imaging software"
hot = true
inDemand = false

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

[[tools]]
example = "Graphics software"
category = "Graphics or photo imaging software"
hot = false
inDemand = false

[[tools]]
example = "IBM Lotus Notes"
category = "Electronic mail software"
hot = false
inDemand = false

[[tools]]
example = "Inventory control systems"
category = "Inventory management software"
hot = false
inDemand = false

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

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

[[tools]]
example = "SmugMug Flickr"
category = "Graphics or photo imaging software"
hot = false
inDemand = false

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

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.62

[[workContext]]
name = "Contact With Others"
value = 4.57

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.54

[[workContext]]
name = "Spend Time Standing"
value = 4.48

[[workContext]]
name = "Spend Time Walking or Running"
value = 4.18

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.16

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.12

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.08

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

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.94

[[workContext]]
name = "Telephone Conversations"
value = 3.8

[[workContext]]
name = "Time Pressure"
value = 3.77

[[workContext]]
name = "E-Mail"
value = 3.75

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.72

[[workContext]]
name = "Physical Proximity"
value = 3.67

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.5

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.23

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.23

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 3.21

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.18

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.13

[[workContext]]
name = "Exposed to High Places"
value = 3.12

[[workContext]]
name = "Level of Competition"
value = 3.01

[[workContext]]
name = "Spend Time Climbing Ladders, Scaffolds, or Poles"
value = 3

[[workContext]]
name = "Conflict Situations"
value = 2.93

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 2.86

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.83

[[workContext]]
name = "Written Letters and Memos"
value = 2.71

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.71

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.58

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.51

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.34

[[workContext]]
name = "Exposed to Contaminants"
value = 2.34

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.17

[[workContext]]
name = "Spend Time Keeping or Regaining Balance"
value = 2.15

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.92

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 1.91

[[workContext]]
name = "Spend Time Sitting"
value = 1.87

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 1.85

[[workContext]]
name = "Consequence of Error"
value = 1.85

[[personFit]]
name = "Applied Arts and Design"
family = "specific_interest_area"
value = 5.76

[[personFit]]
name = "Visual Arts"
family = "specific_interest_area"
value = 4.85

[[personFit]]
name = "Marketing/Advertising"
family = "specific_interest_area"
value = 4.84

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 4.7

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 4.45

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 4.28

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 3.16

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 3.09

[[personFit]]
name = "Dependability"
family = "work_style"
value = 3

[[personFit]]
name = "Sales"
family = "specific_interest_area"
value = 2.76

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 2.53

[[personFit]]
name = "Innovation"
family = "work_style"
value = 2.33

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.19

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.14

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 2.13

[[personFit]]
name = "Business Initiatives"
family = "specific_interest_area"
value = 1.86

[[relatedRoles]]
socCode = "41-2031.00"
slug = "role-41-2031-00"
title = "Retail Salespersons"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "41-3011.00"
slug = "role-41-3011-00"
title = "Advertising Sales Agents"
tier = "Primary-Short"

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

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

[[relatedRoles]]
socCode = "27-1025.00"
slug = "role-27-1025-00"
title = "Interior Designers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "27-1024.00"
slug = "role-27-1024-00"
title = "Graphic Designers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "27-1021.00"
slug = "role-27-1021-00"
title = "Commercial and Industrial Designers"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "27-1027.00"
slug = "role-27-1027-00"
title = "Set and Exhibit Designers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "27-1023.00"
slug = "role-27-1023-00"
title = "Floral Designers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "11-2021.00"
slug = "role-11-2021-00"
title = "Marketing Managers"
tier = "Supplemental"

[[relatedRoles]]
socCode = "11-2022.00"
slug = "role-11-2022-00"
title = "Sales Managers"
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 = 0.48
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -1.001413
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.8655038
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.7348464
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
