entityType = "role"
schemaVersion = "role.v1"
slug = "role-47-4011-01"
socCode = "47-4011.01"
title = "Energy Auditors"
summary = "Conduct energy audits of buildings, building systems, or process systems. May also conduct investment grade audits of buildings or systems."
aliases = ["Energy Auditor", "Energy Consultant", "Energy Rater", "Home Performance Consultant", "Building Performance Consultant", "Building Science and Energy Specialist", "Building Scientist", "Energy Advisor", "Energy and Building Systems Specialist", "Home Energy Inspector", "Commercial Energy Auditor", "Commercial Energy Rater"]

[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 = 34.48

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 31.03

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 20.69

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 6.9

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 3.45

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 3.45

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

[market]
medianWage = 72120
meanWage = 76430
pct10Wage = 46560
pct25Wage = 57300
pct75Wage = 92330
pct90Wage = 112320
employment = 137210
areaTitle = "U.S."

[industries]
count = 32

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 51270
medianWage = 73980
lq = 5.35

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 28090
medianWage = 76940
lq = 27.3

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 12900
medianWage = 66340
lq = 1.78

[[industries.top]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 3300
medianWage = 107480
lq = 6.4

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 2680
medianWage = 50950
lq = 1.27

[[industries.top]]
naics = "238220"
slug = "238220"
title = "Plumbing, Heating, and Air-Conditioning Contractors"
level = "National industry"
employment = 2370
medianWage = 61830
lq = 2.1

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 2000
medianWage = 63130
lq = 0.25

[[industries.top]]
naics = "238210"
slug = "238210"
title = "Electrical Contractors and Other Wiring Installation Contractors"
level = "National industry"
employment = 1850
medianWage = 58750
lq = 1.94

[[industries.top]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 1530
medianWage = 75210
lq = 10.09

[[industries.top]]
naics = "237130"
slug = "237130"
title = "Power and Communication Line and Related Structures Construction"
level = "National industry"
employment = 1390
medianWage = 89330
lq = 6.67

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 1010
medianWage = 55340
lq = 0.05

[[industries.top]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 940
medianWage = 49270
lq = 1.84

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 28090
lq = 27.3

[[industries.concentrated]]
naics = "221114"
slug = "221114"
title = "Solar Electric Power Generation"
level = "National industry"
employment = 140
lq = 11.28

[[industries.concentrated]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 1530
lq = 10.09

[[industries.concentrated]]
naics = "237130"
slug = "237130"
title = "Power and Communication Line and Related Structures Construction"
level = "National industry"
employment = 1390
lq = 6.67

[[industries.concentrated]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 3300
lq = 6.4

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 51270
lq = 5.35

[[industries.concentrated]]
naics = "561710"
slug = "561710"
title = "Exterminating and Pest Control Services"
level = "National industry"
employment = 430
lq = 3.26

[[industries.concentrated]]
naics = "238290"
slug = "238290"
title = "Other Building Equipment Contractors"
level = "National industry"
employment = 360
lq = 2.63

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

[aiOutlook.index]
value = 55
percentile = 54
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 56
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 72
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 37
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.63
percentile = 53
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 = 0.4268292682926829
gamma = 0.8536585365853658

[aiOutlook.bls]
growthPercent = -0.8
growthPercentile = 23
direction = "Declining"
annualOpeningsThousands = 14.8
annualOpeningsPercentile = 73
employment2024Thousands = 147.6
employment2034Thousands = 146.5

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.2860245
percentile = 56
band = "Moderate"
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 = 0.8536585365853658
percentile = 72
band = "High"
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 = 0.1175029238868945
percentile = 37
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 opportunities to improve the operation, maintenance, or energy efficiency of building or process systems."
usagePercent = 0.0022595713387754766
importance = 4.39

[[aiOutlook.sources]]
source = "bls_employment_projections"
version = "2024-2034"

[[aiOutlook.sources]]
source = "dingel_neiman"
version = "dingel-neiman-workathome"

[[aiOutlook.sources]]
source = "felten_aioe"
version = "felten-raj-seamans-aioe"

[[aiOutlook.sources]]
source = "frey_osborne"
version = "frey-osborne-automation"

[[aiOutlook.sources]]
source = "microsoft_working_with_ai"
version = "working-with-ai"

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

[counts]
tasks = 21
skills = 45
capabilities = 120
tools = 61
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "77b143d93b031a35"

[[tasks]]
text = "Identify and prioritize energy-saving measures."
type = "Core"
iwa = "4.A.1.b.1.b"

[[tasks]]
text = "Prepare audit reports containing energy analysis results or recommendations for energy cost savings."
type = "Core"
iwa = "4.A.3.b.6.a"

[[tasks]]
text = "Identify any health or safety issues related to planned weatherization projects."
type = "Core"
iwa = "4.A.2.a.4.c"

[[tasks]]
text = "Identify opportunities to improve the operation, maintenance, or energy efficiency of building or process systems."
type = "Core"
iwa = "4.A.1.b.1.b"

[[tasks]]
text = "Calculate potential for energy savings."
type = "Core"
iwa = "4.A.2.a.4.g"

[[tasks]]
text = "Inspect or evaluate building envelopes, mechanical systems, electrical systems, or process systems to determine the energy consumption of each system."
type = "Core"
iwa = "4.A.1.b.2.e"

[[tasks]]
text = "Analyze technical feasibility of energy-saving measures, using knowledge of engineering, energy production, energy use, construction, maintenance, system operation, or process systems."
type = "Core"
iwa = "4.A.2.a.1.g"

[[tasks]]
text = "Examine commercial sites to determine the feasibility of installing equipment that allows building management systems to reduce electricity consumption during peak demand periods."
type = "Core"
iwa = "4.A.2.a.1.i"

[[tasks]]
text = "Recommend energy-efficient technologies or alternate energy sources."
type = "Core"
iwa = "4.A.4.b.6.e"

[[tasks]]
text = "Collect and analyze field data related to energy usage."
type = "Core"
iwa = "4.A.1.a.1.j"

[[tasks]]
text = "Measure energy usage with devices such as data loggers, universal data recorders, light meters, sling psychrometers, psychrometric charts, flue gas analyzers, amp probes, watt meters, volt meters, thermometers, or utility meters."
type = "Core"
iwa = "4.A.2.a.4.g"

[[tasks]]
text = "Perform tests such as blower-door tests to locate air leaks."
type = "Core"
iwa = "4.A.1.b.2.c"

[[emergingTasks]]
text = "Evaluate the energy performance of buildings using modeling software."

[[activities]]
name = "Analyze energy usage data."
iwa = "4.A.2.a.4.g"

[[activities]]
name = "Test characteristics of materials or structures."
iwa = "4.A.1.b.2.c"

[[activities]]
name = "Inspect facilities or equipment to ensure specifications are met."
iwa = "4.A.1.b.2.e"

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

[[activities]]
name = "Assess the cost effectiveness of products, projects, or services."
iwa = "4.A.2.a.1.g"

[[activities]]
name = "Calculate data to inform organizational operations."
iwa = "4.A.2.a.4.g"

[[activities]]
name = "Research issues related to the environment or sustainable business practices."
iwa = "4.A.1.a.1.j"

[[activities]]
name = "Correspond with customers to answer questions or resolve complaints."
iwa = "4.A.4.a.8.c"

[[activities]]
name = "Identify opportunities to improve operational efficiency."
iwa = "4.A.1.b.1.b"

[[activities]]
name = "Oversee business processes."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Develop technical specifications for systems or equipment."
iwa = "4.A.3.b.2.a"

[[activities]]
name = "Advise others on business or operational matters."
iwa = "4.A.4.b.6.e"

[[activities]]
name = "Evaluate condition of properties."
iwa = "4.A.2.a.1.i"

[[activities]]
name = "Analyze risks related to investments in green technology."
iwa = "4.A.2.a.4.c"

[[activities]]
name = "Verify application data to determine program eligibility."
iwa = "4.A.2.a.2.e"

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.17

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

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 4

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 4

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 4

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 4

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 4

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3.79

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.75

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.75

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.75

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.75

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 3.71

[[capabilities]]
name = "Physics"
family = "knowledge"
value = 3.64

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 3.62

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.62

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

[[capabilities]]
name = "Mathematical Reasoning"
family = "ability"
value = 3.62

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.62

[[capabilities]]
name = "Number Facility"
family = "ability"
value = 3.5

[[capabilities]]
name = "Mathematics"
family = "essential_skill"
value = 3.38

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 3.38

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.38

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

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

[[capabilities]]
name = "Sales and Marketing"
family = "knowledge"
value = 3.28

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.25

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

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3.25

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

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

[[capabilities]]
name = "Design"
family = "knowledge"
value = 3.21

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.17

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.17

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

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Systems Evaluation"
family = "transferable_skill"
value = 3.12

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Microsoft SharePoint"
type = "Specialized Skill"

[[skills]]
name = "Microsoft Access"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Microsoft Publisher"
type = "Specialized Skill"

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

[[skills]]
name = "Microsoft Dynamics"
type = "Specialized Skill"

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

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

[[skills]]
name = "DBase"
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 = "Microsoft Outlook"
category = "Electronic mail software"
hot = true
inDemand = true

[[tools]]
example = "Microsoft PowerPoint"
category = "Presentation software"
hot = true
inDemand = true

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

[[tools]]
example = "Python"
category = "Object or component oriented development software"
hot = true
inDemand = true

[[tools]]
example = "R"
category = "Object or component oriented development software"
hot = true
inDemand = true

[[tools]]
example = "Structured query language SQL"
category = "Data base user interface and query software"
hot = true
inDemand = true

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

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

[[tools]]
example = "C++"
category = "Object or component oriented development software"
hot = true
inDemand = false

[[tools]]
example = "IBM SPSS Statistics"
category = "Analytical or scientific software"
hot = true
inDemand = false

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

[[tools]]
example = "Microsoft .NET Framework"
category = "Development environment software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Access"
category = "Data base user interface and query software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft SharePoint"
category = "Document management software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Visual Basic"
category = "Development environment software"
hot = true
inDemand = false

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

[[tools]]
example = "SAP software"
category = "Enterprise resource planning ERP software"
hot = true
inDemand = false

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

[[tools]]
example = "The MathWorks MATLAB"
category = "Analytical or scientific software"
hot = true
inDemand = false

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

[[tools]]
example = "Abraxas Energy Consulting Metrix"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "ACCA Manual J"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Architectural Energy Corporation ENFORMA Building Diagnostics"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Architectural Energy Corporation REM/Rate"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Cool Roof Calculator"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "DesignBuilder Software DesignBuilder"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "EffTec EffTrack"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Ekotrope RATER"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Elite Software Energy Audit"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Enercom Energy Depot for Business"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Enercom Energy Depot for Homes"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Energy Efficient Rehab Advisor"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "Esri ArcGIS"
category = "Geographic information system"
hot = false
inDemand = false

[[tools]]
example = "Facility Energy Decision Systems FEDS"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Federal Renewable Energy Screening Assistant FRESA"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Fielding Data Labs OptoMizer"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[workContext]]
name = "E-Mail"
value = 4.83

[[workContext]]
name = "Telephone Conversations"
value = 4.48

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.43

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.28

[[workContext]]
name = "Frequency of Decision Making"
value = 4.17

[[workContext]]
name = "Time Pressure"
value = 4.1

[[workContext]]
name = "Contact With Others"
value = 4.03

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.93

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.86

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.83

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.83

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.76

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 3.76

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 3.72

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.66

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 3.57

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3.55

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 3.55

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.38

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.31

[[workContext]]
name = "Exposed to Contaminants"
value = 3.31

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 3.29

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.24

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 3.24

[[workContext]]
name = "Written Letters and Memos"
value = 3.21

[[workContext]]
name = "Spend Time Standing"
value = 2.97

[[workContext]]
name = "Level of Competition"
value = 2.93

[[workContext]]
name = "Outdoors, Under Cover"
value = 2.76

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.76

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.75

[[workContext]]
name = "Consequence of Error"
value = 2.72

[[workContext]]
name = "Physical Proximity"
value = 2.69

[[workContext]]
name = "Spend Time Sitting"
value = 2.69

[[workContext]]
name = "Conflict Situations"
value = 2.62

[[workContext]]
name = "Exposed to High Places"
value = 2.62

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.59

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.48

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 2.36

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 2.34

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.28

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.93

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 4.53

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 4.17

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 3.34

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 1.89

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 1

[[relatedRoles]]
socCode = "17-2199.03"
slug = "role-17-2199-03"
title = "Energy Engineers, Except Wind and Solar"
tier = "Primary-Short"

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

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

[[relatedRoles]]
socCode = "11-9199.10"
slug = "role-11-9199-10"
title = "Wind Energy Development Managers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "41-4011.07"
slug = "role-41-4011-07"
title = "Solar Sales Representatives and Assessors"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "13-1199.05"
slug = "role-13-1199-05"
title = "Sustainability Specialists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "11-3051.02"
slug = "role-11-3051-02"
title = "Geothermal Production Managers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-2199.10"
slug = "role-17-2199-10"
title = "Wind Energy Engineers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-2112.00"
slug = "role-17-2112-00"
title = "Industrial Engineers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "47-4011.00"
slug = "role-47-4011-00"
title = "Construction and Building Inspectors"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "19-2041.03"
slug = "role-19-2041-03"
title = "Industrial Ecologists"
tier = "Supplemental"

[[relatedRoles]]
socCode = "47-2231.00"
slug = "role-47-2231-00"
title = "Solar Photovoltaic Installers"
tier = "Supplemental"

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

[[careerClusters]]
cluster = "Public Service & Safety"
slug = "public-service-safety"

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.63
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.2860245
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.9720325
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.0676731
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
