entityType = "role"
schemaVersion = "role.v1"
slug = "role-47-4031-00"
socCode = "47-4031.00"
title = "Fence Erectors"
summary = "Erect and repair fences and fence gates, using hand and power tools."
aliases = ["Fence Builder", "Fence Erector", "Fence Installer", "Fence Laborer", "Fence Contractor", "Fence Mechanic", "Fence Technician (Fence Tech)", "Gate Technician (Gate Tech)", "Wood Fence Erector", "Chain Link Fence Installer", "Fence Repairman", "Installer"]
emergingTasks = []
studyPrograms = []

[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 = 47.51

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 29.4

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 1.01

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

[market]
medianWage = 46940
meanWage = 50550
pct10Wage = 35090
pct25Wage = 39040
pct75Wage = 57070
pct90Wage = 74660
employment = 22640
areaTitle = "U.S."

[industries]
count = 12

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 20010
medianWage = 47310
lq = 16.78

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 500
medianWage = 47710
lq = 0.27

[[industries.top]]
naics = "238290"
slug = "238290"
title = "Other Building Equipment Contractors"
level = "National industry"
employment = 280
medianWage = 53800
lq = 12.42

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 230
medianWage = 52000
lq = 0.66

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 120
medianWage = 36090
lq = 0.31

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 60
medianWage = 106540

[[industries.top]]
naics = "238210"
slug = "238210"
title = "Electrical Contractors and Other Wiring Installation Contractors"
level = "National industry"
medianWage = 47020

[[industries.top]]
naics = "238220"
slug = "238220"
title = "Plumbing, Heating, and Air-Conditioning Contractors"
level = "National industry"
medianWage = 48440

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
medianWage = 36430

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
medianWage = 46800

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
medianWage = 38600

[[industries.top]]
naics = "561730"
slug = "561730"
title = "Landscaping Services"
level = "National industry"
medianWage = 36760

[[industries.concentrated]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 20010
lq = 16.78

[[industries.concentrated]]
naics = "238290"
slug = "238290"
title = "Other Building Equipment Contractors"
level = "National industry"
employment = 280
lq = 12.42

[[industries.concentrated]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 230
lq = 0.66

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 120
lq = 0.31

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 500
lq = 0.27

[aiOutlook]
teleworkable = false
usageTasks = []

[aiOutlook.index]
value = 7
percentile = 4
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 1
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 7
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 14
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.92
percentile = 82
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 = 0.05128205128205128
beta = 0.05128205128205128
gamma = 0.05128205128205128

[aiOutlook.bls]
growthPercent = 4.6
growthPercentile = 72
direction = "About average"
annualOpeningsThousands = 2.3
annualOpeningsPercentile = 31
employment2024Thousands = 26.4
employment2034Thousands = 27.6

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -1.902113
percentile = 1
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 = 0.05128205128205128
percentile = 7
band = "Low"
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 = 0.05826094700853034
percentile = 14
band = "Low"
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.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 = 20
skills = 34
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 = "a234d3ab2729641f"

[[tasks]]
text = "Establish the location for a fence, and gather information needed to ensure that there are no electric cables or water lines in the area."
type = "Core"
iwa = "4.A.2.b.1.d"

[[tasks]]
text = "Set metal or wooden posts in upright positions in postholes."
type = "Core"
iwa = "4.A.3.a.2.ao"

[[tasks]]
text = "Measure and lay out fence lines and mark posthole positions, following instructions, drawings, or specifications."
type = "Core"
iwa = "4.A.1.b.3.d"

[[tasks]]
text = "Align posts, by lines or sighting, and verify vertical alignment of posts, using plumb bobs or spirit levels."
type = "Core"
iwa = "4.A.1.b.2.f"

[[tasks]]
text = "Attach rails or tension wire along bottoms of posts to form fencing frames."
type = "Core"
iwa = "4.A.3.a.2.a"

[[tasks]]
text = "Dig postholes, using spades, posthole diggers, or power-driven augers."
type = "Core"
iwa = "4.A.3.a.1.g"

[[tasks]]
text = "Attach fence rail supports to posts, using hammers and pliers."
type = "Core"
iwa = "4.A.3.a.2.a"

[[tasks]]
text = "Mix and pour concrete around bases of posts, or tamp soil into postholes to embed posts."
type = "Core"
iwa = "4.A.3.a.1.a"

[[tasks]]
text = "Assemble gates, and fasten gates into position, using hand tools."
type = "Core"
iwa = "4.A.3.a.2.a"

[[tasks]]
text = "Make rails for fences, by sawing lumber or by cutting metal tubing to required lengths."
type = "Core"
iwa = "4.A.3.a.2.l"

[[tasks]]
text = "Nail top and bottom rails to fence posts, or insert them in slots on posts."
type = "Core"
iwa = "4.A.3.a.2.a"

[[tasks]]
text = "Discuss fencing needs with customers, and estimate and quote prices."
type = "Core"
iwa = "4.A.4.a.1.b"

[[activities]]
name = "Determine appropriate locations for operations or installations."
iwa = "4.A.2.b.1.d"

[[activities]]
name = "Verify alignment of structures or equipment."
iwa = "4.A.1.b.2.f"

[[activities]]
name = "Position structural components."
iwa = "4.A.3.a.2.ao"

[[activities]]
name = "Measure work site dimensions."
iwa = "4.A.1.b.3.d"

[[activities]]
name = "Mark reference points on construction materials."
iwa = "4.A.3.a.2.ao"

[[activities]]
name = "Dig holes or trenches."
iwa = "4.A.3.a.1.g"

[[activities]]
name = "Communicate with clients about products, procedures, and policies."
iwa = "4.A.4.a.1.b"

[[activities]]
name = "Mix substances or compounds needed for work activities."
iwa = "4.A.3.a.1.a"

[[activities]]
name = "Pour materials into or on designated areas."
iwa = "4.A.3.a.1.g"

[[activities]]
name = "Cut wood components for installation."
iwa = "4.A.3.a.2.l"

[[activities]]
name = "Install wooden structural components."
iwa = "4.A.3.a.2.a"

[[activities]]
name = "Install fencing or other barriers."
iwa = "4.A.3.a.2.a"

[[activities]]
name = "Install metal structural components."
iwa = "4.A.3.a.2.a"

[[activities]]
name = "Weld metal components."
iwa = "4.A.3.a.2.ai"

[[activities]]
name = "Operate detonation equipment."
iwa = "4.A.3.a.3.c"

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.02

[[capabilities]]
name = "Building and Construction"
family = "knowledge"
value = 4

[[capabilities]]
name = "Transportation"
family = "knowledge"
value = 3.88

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.78

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 3.75

[[capabilities]]
name = "Trunk Strength"
family = "ability"
value = 3.75

[[capabilities]]
name = "Design"
family = "knowledge"
value = 3.72

[[capabilities]]
name = "Multilimb Coordination"
family = "ability"
value = 3.62

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.49

[[capabilities]]
name = "Static Strength"
family = "ability"
value = 3.38

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.35

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.34

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 3.26

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3.25

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

[[capabilities]]
name = "Sales and Marketing"
family = "knowledge"
value = 3.23

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.12

[[capabilities]]
name = "Control Precision"
family = "ability"
value = 3.12

[[capabilities]]
name = "Dynamic Strength"
family = "ability"
value = 3.12

[[capabilities]]
name = "Stamina"
family = "ability"
value = 3.12

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.12

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.08

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3.07

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.03

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3

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

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

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

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

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

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

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

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3

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

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

[[capabilities]]
name = "Extent Flexibility"
family = "ability"
value = 3

[[capabilities]]
name = "Depth Perception"
family = "ability"
value = 3

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 2.88

[[capabilities]]
name = "Operation and Control"
family = "transferable_skill"
value = 2.88

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Project Management Software"
type = "Specialized Skill"

[[tools]]
example = "Autodesk AutoCAD"
category = "Computer aided design CAD 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 = "Cutlist Plus fx"
category = "Computer aided design CAD software"
hot = false
inDemand = false

[[tools]]
example = "Maxwell Systems American Contractor"
category = "Project management software"
hot = false
inDemand = false

[[tools]]
example = "Software Design Associates Computer Fencing System CFS"
category = "Project management software"
hot = false
inDemand = false

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.94

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.76

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 4.76

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.71

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 4.54

[[workContext]]
name = "Time Pressure"
value = 4.52

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.5

[[workContext]]
name = "Spend Time Standing"
value = 4.46

[[workContext]]
name = "Telephone Conversations"
value = 4.35

[[workContext]]
name = "Contact With Others"
value = 4.34

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 4.34

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 4.24

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.23

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.17

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 4.14

[[workContext]]
name = "Consequence of Error"
value = 4.11

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.07

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.03

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.95

[[workContext]]
name = "Physical Proximity"
value = 3.94

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 3.94

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 3.84

[[workContext]]
name = "Exposed to High Places"
value = 3.83

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 3.77

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.75

[[workContext]]
name = "Level of Competition"
value = 3.75

[[workContext]]
name = "In an Open Vehicle or Operating Equipment"
value = 3.7

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.66

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 3.64

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.45

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.32

[[workContext]]
name = "Exposed to Contaminants"
value = 3.29

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 3.28

[[workContext]]
name = "Exposed to Whole Body Vibration"
value = 3.26

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

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 3.12

[[workContext]]
name = "Written Letters and Memos"
value = 3.06

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.06

[[workContext]]
name = "Spend Time Climbing Ladders, Scaffolds, or Poles"
value = 2.98

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.82

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 7

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 6.48

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 3.68

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 3.3

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.14

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 2.08

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 2.07

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 1.91

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 1.71

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 1.65

[[personFit]]
name = "Nature/Outdoors"
family = "specific_interest_area"
value = 1.52

[[personFit]]
name = "Sales"
family = "specific_interest_area"
value = 1.5

[[personFit]]
name = "Agriculture"
family = "specific_interest_area"
value = 1.42

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 1.38

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 1.35

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 1.35

[[relatedRoles]]
socCode = "47-2031.00"
slug = "role-47-2031-00"
title = "Carpenters"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "47-2221.00"
slug = "role-47-2221-00"
title = "Structural Iron and Steel Workers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "47-2171.00"
slug = "role-47-2171-00"
title = "Reinforcing Iron and Rebar Workers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "47-2081.00"
slug = "role-47-2081-00"
title = "Drywall and Ceiling Tile Installers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "49-9051.00"
slug = "role-49-9051-00"
title = "Electrical Power-Line Installers and Repairers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "47-3015.00"
slug = "role-47-3015-00"
title = "Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "47-2051.00"
slug = "role-47-2051-00"
title = "Cement Masons and Concrete Finishers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "47-2131.00"
slug = "role-47-2131-00"
title = "Insulation Workers, Floor, Ceiling, and Wall"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "47-2061.00"
slug = "role-47-2061-00"
title = "Construction Laborers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-2041.00"
slug = "role-51-2041-00"
title = "Structural Metal Fabricators and Fitters"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "47-2151.00"
slug = "role-47-2151-00"
title = "Pipelayers"
tier = "Supplemental"

[[relatedRoles]]
socCode = "47-2132.00"
slug = "role-47-2132-00"
title = "Insulation Workers, Mechanical"
tier = "Supplemental"

[[careerClusters]]
cluster = "Construction"
slug = "construction"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.92
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -1.902113
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -1.983882
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -1.675288
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
