entityType = "role"
schemaVersion = "role.v1"
slug = "role-47-2041-00"
socCode = "47-2041.00"
title = "Carpet Installers"
summary = "Lay and install carpet from rolls or blocks on floors. Install padding and trim flooring materials."
aliases = ["Carpet Installer", "Carpet Mechanic", "Flooring Installer", "Installer", "Carpet Layer", "Commercial Floor Covering Installer", "Floor Coverer", "Floor Covering Installer", "Floor Installation Mechanic", "Carpet Cleaning Tech (Carpet Cleaning Technician)", "Carpet Installation Specialist", "Carpet Technician"]

[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 = 69.22

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 22.34

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 7.18

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 1.26

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

[market]
medianWage = 49850
meanWage = 55860
pct10Wage = 32830
pct25Wage = 39140
pct75Wage = 65530
pct90Wage = 83200
employment = 14980
areaTitle = "U.S."

[industries]
count = 11

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 9160
medianWage = 50590
lq = 11.61

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 4940
medianWage = 50290
lq = 3.26

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 330
medianWage = 45850
lq = 0.56

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 180
medianWage = 37750
lq = 0.21

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 140
medianWage = 47100
lq = 0.11

[[industries.top]]
naics = "238310"
slug = "238310"
title = "Drywall and Insulation Contractors"
level = "National industry"
employment = 80
medianWage = 69850

[[industries.top]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 50

[[industries.top]]
naics = "721120"
slug = "721120"
title = "Casino Hotels"
level = "National industry"
employment = 50
medianWage = 66320

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 30
medianWage = 58310

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
medianWage = 54800

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
medianWage = 34210

[[industries.concentrated]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 9160
lq = 11.61

[[industries.concentrated]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 4940
lq = 3.26

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 330
lq = 0.56

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 180
lq = 0.21

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 140
lq = 0.11

[aiOutlook]
teleworkable = false
usageTasks = []

[aiOutlook.index]
value = 13
percentile = 9
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 5
source = "felten_aioe"

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

[[aiOutlook.index.components]]
percentile = 16
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.87
percentile = 74
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
beta = 0.0625
gamma = 0.125

[aiOutlook.bls]
growthPercent = -9.6
growthPercentile = 6
direction = "Declining"
annualOpeningsThousands = 1.1
annualOpeningsPercentile = 17
employment2024Thousands = 20.3
employment2034Thousands = 18.3

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -1.564577
percentile = 5
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 = 0.125
percentile = 17
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 = 0.06331892238581542
percentile = 16
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 = 16
skills = 34
capabilities = 120
tools = 15
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "2ccb20f084c25226"

[[tasks]]
text = "Inspect the surface to be covered to determine its condition, and correct any imperfections that might show through carpet or cause carpet to wear unevenly."
type = "Core"
iwa = "4.A.1.b.2.e"

[[tasks]]
text = "Roll out, measure, mark, and cut carpeting to size with a carpet knife, following floor sketches and allowing extra carpet for final fitting."
type = "Core"
iwa = "4.A.1.b.3.a"

[[tasks]]
text = "Join edges of carpet and seam edges where necessary, by sewing or by using tape with glue and heated carpet iron."
type = "Core"
iwa = "4.A.3.a.2.a"

[[tasks]]
text = "Cut and trim carpet to fit along wall edges, openings, and projections, finishing the edges with a wall trimmer."
type = "Core"
iwa = "4.A.3.a.2.l"

[[tasks]]
text = "Plan the layout of the carpet, allowing for expected traffic patterns and placing seams for best appearance and longest wear."
type = "Core"
iwa = "4.A.2.b.6.b"

[[tasks]]
text = "Stretch carpet to align with walls and ensure a smooth surface, and press carpet in place over tack strips or use staples, tape, tacks or glue to hold carpet in place."
type = "Core"
iwa = "4.A.3.a.2.a"

[[tasks]]
text = "Take measurements and study floor sketches to calculate the area to be carpeted and the amount of material needed."
type = "Core"
iwa = "4.A.1.a.1.b"

[[tasks]]
text = "Install carpet on some floors using adhesive, following prescribed method."
type = "Core"
iwa = "4.A.3.a.2.a"

[[tasks]]
text = "Clean up before and after installation, including vacuuming carpet and discarding remnant pieces."
type = "Core"
iwa = "4.A.3.a.1.c"

[[tasks]]
text = "Measure, cut and install tackless strips along the baseboard or wall."
type = "Core"
iwa = "4.A.1.b.3.a"

[[tasks]]
text = "Nail tack strips around area to be carpeted or use old strips to attach edges of new carpet."
type = "Core"
iwa = "4.A.3.a.2.a"

[[tasks]]
text = "Cut carpet padding to size and install padding, following prescribed method."
type = "Core"
iwa = "4.A.3.a.2.a"

[[emergingTasks]]
text = "Cut and install vinyl composition tile or vinyl base."

[[activities]]
name = "Clean work sites."
iwa = "4.A.3.a.1.c"

[[activities]]
name = "Install carpet or flooring."
iwa = "4.A.3.a.2.a"

[[activities]]
name = "Cut carpet, vinyl or other flexible materials."
iwa = "4.A.3.a.2.l"

[[activities]]
name = "Smooth surfaces with abrasive materials or tools."
iwa = "4.A.3.a.2.o"

[[activities]]
name = "Inspect work sites to determine condition or necessary repairs."
iwa = "4.A.1.b.2.e"

[[activities]]
name = "Prepare surfaces for finishing."
iwa = "4.A.3.a.1.g"

[[activities]]
name = "Measure materials or objects for installation or assembly."
iwa = "4.A.1.b.3.a"

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

[[activities]]
name = "Plan layout of construction, installation, or repairs."
iwa = "4.A.2.b.6.b"

[[activities]]
name = "Review blueprints or specifications to determine work requirements."
iwa = "4.A.1.a.1.b"

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

[[activities]]
name = "Estimate materials requirements for projects."
iwa = "4.A.2.b.1.h"

[[activities]]
name = "Create construction or installation diagrams."
iwa = "4.A.2.b.2.o"

[[activities]]
name = "Remove worn, damaged or outdated materials from work areas."
iwa = "4.A.3.a.1.e"

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.67

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

[[capabilities]]
name = "Trunk Strength"
family = "ability"
value = 3.62

[[capabilities]]
name = "Extent Flexibility"
family = "ability"
value = 3.62

[[capabilities]]
name = "Static Strength"
family = "ability"
value = 3.5

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.5

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.42

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.4

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.31

[[capabilities]]
name = "Building and Construction"
family = "knowledge"
value = 3.29

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

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

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

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

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

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

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

[[capabilities]]
name = "Finger Dexterity"
family = "ability"
value = 3.12

[[capabilities]]
name = "Multilimb Coordination"
family = "ability"
value = 3.12

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

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.07

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

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

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 3

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

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

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

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3

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

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

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

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

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 2.97

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

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

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

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

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

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 2.88

[[capabilities]]
name = "Mathematical Reasoning"
family = "ability"
value = 2.88

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Biology"
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 = "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 Word"
category = "Word processing software"
hot = true
inDemand = false

[[tools]]
example = "Aya Associates Comp-U-Floor"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "Carpet Dealer Management System CDMS"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "eTakeoff"
category = "Project management software"
hot = false
inDemand = false

[[tools]]
example = "FIRST Flooring"
category = "Project management software"
hot = false
inDemand = false

[[tools]]
example = "FloorCOST Estimator for Excel"
category = "Project management software"
hot = false
inDemand = false

[[tools]]
example = "Flooring Technologies QFloors"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "Focus Floor Covering Software"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "Measure Square FloorEstimate Pro"
category = "Project management software"
hot = false
inDemand = false

[[tools]]
example = "Pacific Solutions FloorRight"
category = "Project management software"
hot = false
inDemand = false

[[tools]]
example = "RFMS Schedule Pro"
category = "Calendar and scheduling software"
hot = false
inDemand = false

[[tools]]
example = "Textile Management Systems RollMaster"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.87

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.73

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.61

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 4.46

[[workContext]]
name = "Telephone Conversations"
value = 4.4

[[workContext]]
name = "Contact With Others"
value = 4.33

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.28

[[workContext]]
name = "Time Pressure"
value = 4.24

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.2

[[workContext]]
name = "Exposed to Contaminants"
value = 4.14

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.13

[[workContext]]
name = "Frequency of Decision Making"
value = 4.08

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 4.07

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.96

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.8

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 3.77

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.74

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 3.63

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.51

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 3.5

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.49

[[workContext]]
name = "Level of Competition"
value = 3.47

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 3.43

[[workContext]]
name = "Physical Proximity"
value = 3.37

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.35

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.34

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 3.15

[[workContext]]
name = "Conflict Situations"
value = 3

[[workContext]]
name = "Consequence of Error"
value = 2.87

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 2.84

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.77

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.67

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.53

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.53

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.5

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.42

[[workContext]]
name = "Spend Time Standing"
value = 2.24

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 2.06

[[workContext]]
name = "Spend Time Keeping or Regaining Balance"
value = 1.94

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 1.9

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

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 6.11

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 3.5

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 2.57

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.08

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.08

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 1.94

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 1.53

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 1.4

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 1.34

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 1.32

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 1.32

[[personFit]]
name = "Applied Arts and Design"
family = "specific_interest_area"
value = 1.32

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 1.29

[[personFit]]
name = "Visual Arts"
family = "specific_interest_area"
value = 1.23

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 1.13

[[relatedRoles]]
socCode = "47-2042.00"
slug = "role-47-2042-00"
title = "Floor Layers, Except Carpet, Wood, and Hard Tiles"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "47-2044.00"
slug = "role-47-2044-00"
title = "Tile and Stone Setters"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "47-2043.00"
slug = "role-47-2043-00"
title = "Floor Sanders and Finishers"
tier = "Primary-Short"

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

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

[[relatedRoles]]
socCode = "51-7021.00"
slug = "role-51-7021-00"
title = "Furniture Finishers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "47-2142.00"
slug = "role-47-2142-00"
title = "Paperhangers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "47-2053.00"
slug = "role-47-2053-00"
title = "Terrazzo Workers and Finishers"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "51-6093.00"
slug = "role-51-6093-00"
title = "Upholsterers"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "47-2161.00"
slug = "role-47-2161-00"
title = "Plasterers and Stucco Masons"
tier = "Supplemental"

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

[[studyPrograms]]
title = "Construction Trades"
slug = "construction-trades"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.87
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -1.564577
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -1.434723
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -1.414355
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
