entityType = "role"
schemaVersion = "role.v1"
slug = "role-47-2231-00"
socCode = "47-2231.00"
title = "Solar Photovoltaic Installers"
summary = "Assemble, install, or maintain solar photovoltaic (PV) systems on roofs or other structures in compliance with site assessment and schematics. May include measuring, cutting, assembling, and bolting structural framing and solar modules. May perform minor electrical work such as current checks."
aliases = ["PV Installer (Photovoltaic Installer)", "Solar Installer", "Solar PV Installer (Solar Photovoltaic Installer)", "Solar PV Integrator (Solar Photovoltaic Integrator)", "Journeyman Electrician PV Installer (Journeyman Electrician Photovoltaic Installer)", "PV Installation Tech (Photovoltaic Installation Technician)", "Solar Designer", "Solar Electric Installer", "Solar Panel Installation Technician (Solar Panel Installation Tech)", "Solar Technician (Solar Tech)", "Electro-Mechanical Solar Technician (Electro-Mechanical Solar Tech)", "Installation Technician (Installation Tech)"]
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 = "Post-Secondary Certificate"
percentage = 36.91

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 33.71

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 13.94

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 10.97

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 3.38

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 1.1

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

[market]
medianWage = 51860
meanWage = 57380
pct10Wage = 39070
pct25Wage = 46040
pct75Wage = 63020
pct90Wage = 80150
employment = 28280
areaTitle = "U.S."

[industries]
count = 14

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 17730
medianWage = 58460
lq = 11.9

[[industries.top]]
naics = "238210"
slug = "238210"
title = "Electrical Contractors and Other Wiring Installation Contractors"
level = "National industry"
employment = 12500
medianWage = 59130
lq = 63.56

[[industries.top]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 3630
medianWage = 50120
lq = 34.16

[[industries.top]]
naics = "221114"
slug = "221114"
title = "Solar Electric Power Generation"
level = "National industry"
employment = 3390
medianWage = 49300
lq = 1324.93

[[industries.top]]
naics = "238220"
slug = "238220"
title = "Plumbing, Heating, and Air-Conditioning Contractors"
level = "National industry"
employment = 2180
medianWage = 61140
lq = 9.38

[[industries.top]]
naics = "237130"
slug = "237130"
title = "Power and Communication Line and Related Structures Construction"
level = "National industry"
employment = 1440
medianWage = 50960
lq = 33.53

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 410
medianWage = 55160
lq = 0.37

[[industries.top]]
naics = "221115"
slug = "221115"
title = "Wind Electric Power Generation"
level = "National industry"
employment = 200
medianWage = 69340
lq = 109.81

[[industries.top]]
naics = "238160"
slug = "238160"
title = "Roofing Contractors"
level = "National industry"
employment = 190
medianWage = 57920
lq = 4.17

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 100
medianWage = 64470
lq = 0.05

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 80
medianWage = 57030

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
medianWage = 65890

[[industries.concentrated]]
naics = "221114"
slug = "221114"
title = "Solar Electric Power Generation"
level = "National industry"
employment = 3390
lq = 1324.93

[[industries.concentrated]]
naics = "221115"
slug = "221115"
title = "Wind Electric Power Generation"
level = "National industry"
employment = 200
lq = 109.81

[[industries.concentrated]]
naics = "238210"
slug = "238210"
title = "Electrical Contractors and Other Wiring Installation Contractors"
level = "National industry"
employment = 12500
lq = 63.56

[[industries.concentrated]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 3630
lq = 34.16

[[industries.concentrated]]
naics = "237130"
slug = "237130"
title = "Power and Communication Line and Related Structures Construction"
level = "National industry"
employment = 1440
lq = 33.53

[[industries.concentrated]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 17730
lq = 11.9

[[industries.concentrated]]
naics = "238220"
slug = "238220"
title = "Plumbing, Heating, and Air-Conditioning Contractors"
level = "National industry"
employment = 2180
lq = 9.38

[[industries.concentrated]]
naics = "238160"
slug = "238160"
title = "Roofing Contractors"
level = "National industry"
employment = 190
lq = 4.17

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

[aiOutlook.index]
value = 34
percentile = 32
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 20
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 27
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 54
source = "microsoft_working_with_ai"

[aiOutlook.eloundou]
alpha = 0
beta = 0.11
gamma = 0.22

[aiOutlook.bls]
growthPercent = 42.1
growthPercentile = 100
direction = "Growing fast"
annualOpeningsThousands = 4.1
annualOpeningsPercentile = 44
employment2024Thousands = 28.6
employment2034Thousands = 40.6

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.9441692
percentile = 20
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 = 0.22
percentile = 27
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 = 0.16019424925389486
percentile = 54
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 = "Identify installation locations with proper orientation, area, solar access, or structural integrity for photovoltaic (PV) arrays."
usagePercent = 0.004313727101298638
importance = 4.46

[[aiOutlook.usageTasks]]
task = "Check electrical installation for proper wiring, polarity, grounding, or integrity of terminations."
usagePercent = 0.0034920647962893734
importance = 4.57

[[aiOutlook.usageTasks]]
task = "Determine connection interfaces for additional subpanels or for connecting photovoltaic (PV) systems with utility services or other power generation sources."
usagePercent = 0.0033893570081632153
importance = 4.08

[[aiOutlook.usageTasks]]
task = "Determine appropriate sizes, ratings, and locations for all system overcurrent devices, disconnect devices, grounding equipment, and surge suppression equipment."
usagePercent = 0.002978525855658583
importance = 4.31

[[aiOutlook.usageTasks]]
task = "Measure and analyze system performance and operating parameters to assess operating condition of systems or equipment."
usagePercent = 0.002567694703153951
importance = 4.12

[[aiOutlook.usageTasks]]
task = "Determine materials, equipment, and installation sequences necessary to maximize installation efficiency."
usagePercent = 0.0020541557625231607
importance = 4.35

[[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 = "microsoft_working_with_ai"
version = "working-with-ai"

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

[aiPlaybook]
trustedTaskCount = 3
taskCount = 4
totalSample = 304
autonomyMedian = 4
dominantCollaboration = "learning"
automationShare = 27.66
augmentationShare = 47.16
workUsePercent = 61.35
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "learning"
percent = 26.95

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 20.21

[[aiPlaybook.collaboration]]
label = "directive"
percent = 18.09

[[aiPlaybook.collaboration]]
label = "feedback loop"
percent = 9.57

[[aiPlaybook.useCase]]
label = "work"
percent = 61.35

[[aiPlaybook.useCase]]
label = "personal"
percent = 27.3

[[aiPlaybook.delegatedTasks]]
task = "Measure and analyze system performance and operating parameters to assess operating condition of systems or equipment."
usagePercent = 0.01910238779847481
collaboration = "learning"
autonomyMedian = 4
sampleCount = 191

[[aiPlaybook.delegatedTasks]]
task = "Check electrical installation for proper wiring, polarity, grounding, or integrity of terminations."
usagePercent = 0.005000625078134767
collaboration = "task iteration"
autonomyMedian = 3.5
sampleCount = 50

[[aiPlaybook.delegatedTasks]]
task = "Identify installation locations with proper orientation, area, solar access, or structural integrity for photovoltaic (PV) arrays."
usagePercent = 0.004100512564070509
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 41

[[aiPlaybook.boundaryTasks]]
task = "Check electrical installation for proper wiring, polarity, grounding, or integrity of terminations."
humanNeededPercent = 92
sampleCount = 50

[[aiPlaybook.boundaryTasks]]
task = "Measure and analyze system performance and operating parameters to assess operating condition of systems or equipment."
humanNeededPercent = 89.52879581151832
sampleCount = 191

[[aiPlaybook.boundaryTasks]]
task = "Identify installation locations with proper orientation, area, solar access, or structural integrity for photovoltaic (PV) arrays."
humanNeededPercent = 87.8048780487805
sampleCount = 41

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to measure and analyze system performance and operating parameters to assess operating condition of systems or equipment, then check my work as I try it myself."
collaboration = "learning"

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: check electrical installation for proper wiring, polarity, grounding, or integrity of terminations. I'll give feedback as we go."
collaboration = "task iteration"

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: identify installation locations with proper orientation, area, solar access, or structural integrity for photovoltaic (PV) arrays. I'll give feedback as we go."
collaboration = "task iteration"

[counts]
tasks = 26
skills = 35
capabilities = 120
tools = 8
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "e499050704a9026c"

[[tasks]]
text = "Install photovoltaic (PV) systems in accordance with codes and standards, using drawings, schematics, and instructions."
type = "Core"
iwa = "4.A.3.a.2.p"

[[tasks]]
text = "Check electrical installation for proper wiring, polarity, grounding, or integrity of terminations."
type = "Core"
iwa = "4.A.1.b.2.g"

[[tasks]]
text = "Identify electrical, environmental, and safety hazards associated with photovoltaic (PV) installations."
type = "Core"
iwa = "4.A.3.a.2.p"

[[tasks]]
text = "Identify installation locations with proper orientation, area, solar access, or structural integrity for photovoltaic (PV) arrays."
type = "Core"
iwa = "4.A.2.b.1.d"

[[tasks]]
text = "Assemble solar modules, panels, or support structures, as specified."
type = "Core"
iwa = "4.A.3.a.2.p"

[[tasks]]
text = "Apply weather sealing to array, building, or support mechanisms."
type = "Core"
iwa = "4.A.3.a.2.ag"

[[tasks]]
text = "Install module array interconnect wiring, implementing measures to disable arrays during installation."
type = "Core"
iwa = "4.A.3.a.2.t"

[[tasks]]
text = "Install required labels on solar system components and hardware."
type = "Core"
iwa = "4.A.1.b.1.a"

[[tasks]]
text = "Diagram layouts and locations for photovoltaic (PV) arrays and equipment, including existing building or site features."
type = "Core"
iwa = "4.A.2.b.2.o"

[[tasks]]
text = "Determine materials, equipment, and installation sequences necessary to maximize installation efficiency."
type = "Core"
iwa = "4.A.2.b.1.j"

[[tasks]]
text = "Test operating voltages to ensure operation within acceptable limits for power conditioning equipment, such as inverters and controllers."
type = "Core"
iwa = "4.A.1.b.2.l"

[[tasks]]
text = "Determine appropriate sizes, ratings, and locations for all system overcurrent devices, disconnect devices, grounding equipment, and surge suppression equipment."
type = "Core"
iwa = "4.A.2.b.1.d"

[[activities]]
name = "Install solar energy systems."
iwa = "4.A.3.a.2.p"

[[activities]]
name = "Maintain mechanical equipment."
iwa = "4.A.3.b.5.a"

[[activities]]
name = "Test green technology installations to verify performance."
iwa = "4.A.1.b.2.b"

[[activities]]
name = "Apply sealants or other protective coatings."
iwa = "4.A.3.a.2.ag"

[[activities]]
name = "Inspect electrical or electronic systems for defects."
iwa = "4.A.1.b.2.g"

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

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

[[activities]]
name = "Determine construction project layouts."
iwa = "4.A.2.b.1.d"

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

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

[[activities]]
name = "Install electrical components, equipment, or systems."
iwa = "4.A.3.a.2.t"

[[activities]]
name = "Apply identification labels or tags."
iwa = "4.A.1.b.1.a"

[[activities]]
name = "Test electrical equipment or systems to ensure proper functioning."
iwa = "4.A.1.b.2.l"

[[activities]]
name = "Record operational or environmental data."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Select construction equipment."
iwa = "4.A.2.b.1.j"

[[capabilities]]
name = "Building and Construction"
family = "knowledge"
value = 4.8

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 4.38

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 4.29

[[capabilities]]
name = "Design"
family = "knowledge"
value = 4.12

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 4.11

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.98

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.95

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.76

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.75

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.75

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.72

[[capabilities]]
name = "Visualization"
family = "ability"
value = 3.62

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.42

[[capabilities]]
name = "Installation"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.38

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.26

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

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 3.25

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

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.12

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

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 3.12

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

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

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 3.12

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

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

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

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

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.1

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

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

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Extensible markup language XML"
category = "Enterprise application integration software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Outlook"
category = "Electronic mail software"
hot = true
inDemand = false

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

[[tools]]
example = "Salesforce software"
category = "Customer relationship management CRM software"
hot = true
inDemand = false

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

[[tools]]
example = "Work scheduling software"
category = "Calendar and scheduling software"
hot = false
inDemand = false

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.93

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.79

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.78

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 4.69

[[workContext]]
name = "Telephone Conversations"
value = 4.59

[[workContext]]
name = "Exposed to High Places"
value = 4.55

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.55

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.39

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.34

[[workContext]]
name = "Physical Proximity"
value = 4.32

[[workContext]]
name = "Contact With Others"
value = 4.31

[[workContext]]
name = "Spend Time Standing"
value = 4.27

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 4.25

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

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.2

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 4.19

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 4.16

[[workContext]]
name = "Frequency of Decision Making"
value = 4.15

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 4.08

[[workContext]]
name = "Spend Time Keeping or Regaining Balance"
value = 4.08

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 4.07

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.07

[[workContext]]
name = "Consequence of Error"
value = 4.02

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.97

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.95

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3.94

[[workContext]]
name = "Time Pressure"
value = 3.89

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.76

[[workContext]]
name = "Conflict Situations"
value = 3.75

[[workContext]]
name = "E-Mail"
value = 3.72

[[workContext]]
name = "Outdoors, Under Cover"
value = 3.72

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 3.69

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.64

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 3.59

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 3.58

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 3.55

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 3.49

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 3.47

[[workContext]]
name = "Spend Time Climbing Ladders, Scaffolds, or Poles"
value = 3.35

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.34

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

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 6.19

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 5.87

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 4.95

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.08

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

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 2.81

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 2.65

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.44

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 2.35

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 2.25

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 2.14

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 1.83

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 1.73

[[personFit]]
name = "Integrity"
family = "work_style"
value = 1.73

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 1.68

[[relatedRoles]]
socCode = "47-2152.04"
slug = "role-47-2152-04"
title = "Solar Thermal Installers and Technicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "47-1011.03"
slug = "role-47-1011-03"
title = "Solar Energy Installation Managers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "49-9081.00"
slug = "role-49-9081-00"
title = "Wind Turbine Service Technicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-8013.04"
slug = "role-51-8013-04"
title = "Hydroelectric Plant Technicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "27-4015.00"
slug = "role-27-4015-00"
title = "Lighting Technicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "47-2111.00"
slug = "role-47-2111-00"
title = "Electricians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-9099.01"
slug = "role-49-9099-01"
title = "Geothermal Technicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-2093.00"
slug = "role-49-2093-00"
title = "Electrical and Electronics Installers and Repairers, Transportation Equipment"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-2094.00"
slug = "role-49-2094-00"
title = "Electrical and Electronics Repairers, Commercial and Industrial Equipment"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-9071.00"
slug = "role-49-9071-00"
title = "Maintenance and Repair Workers, General"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-2199.11"
slug = "role-17-2199-11"
title = "Solar Energy Systems Engineers"
tier = "Supplemental"

[[relatedRoles]]
socCode = "17-2071.00"
slug = "role-17-2071-00"
title = "Electrical Engineers"
tier = "Supplemental"

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

[[careerClusters]]
cluster = "Energy & Natural Resources"
slug = "energy-natural-resources"

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

[[studyPrograms]]
title = "Engineering/Engineering-Related Technologies/Technicians"
slug = "engineering-engineering-related-technologies-technicians"

[[studyPrograms]]
title = "Mechanic and Repair Technologies/Technicians"
slug = "mechanic-and-repair-technologies-technicians"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.9441692
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.2922762
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -1.036982
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
