entityType = "role"
schemaVersion = "role.v1"
slug = "role-17-2199-11"
socCode = "17-2199.11"
title = "Solar Energy Systems Engineers"
summary = "Perform site-specific engineering analysis or evaluation of energy efficiency and solar projects involving residential, commercial, or industrial customers. Design solar domestic hot water and space heating systems for new and existing structures, applying knowledge of structural energy requirements, local climates, solar technology, and thermodynamics."
aliases = ["Power Systems Engineer", "Project Engineer", "Solar Design Engineer", "Solar Designer", "Consulting Engineer", "Engineer", "Photovoltaic System Designer (PV System Designer)", "Research Engineer", "Solar Energy Engineer", "Solar Engineer", "Applications Engineer", "Renewable Energy Specialist"]
emergingTasks = []

[preparation]
jobZone = "4"
jobZoneName = "Job Zone Four: Considerable Preparation Needed"
education = "Most of these occupations require a four-year bachelor's degree, but some do not."
experience = "A considerable amount of work-related skill, knowledge, or experience is needed for these occupations. For example, an accountant must complete four years of college and work for several years in accounting to be considered qualified."
svpRange = "(7.0 to < 8.0)"

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 55.56

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 11.11

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 11.11

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 7.41

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 7.41

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 3.7

[[preparation.educationDistribution]]
label = "First Professional Degree"
percentage = 3.7

[educationLevel]
category = "Bachelor's degree"
slug = "bachelor-s-degree"

[market]
medianWage = 117750
meanWage = 121720
pct10Wage = 62840
pct25Wage = 85750
pct75Wage = 152670
pct90Wage = 183510
employment = 150750
areaTitle = "U.S."

[industries]
count = 36

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 37330
medianWage = 112040
lq = 3.55

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 36850
medianWage = 107590
lq = 2.95

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 16150
medianWage = 101730
lq = 14.29

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 6470
medianWage = 103760
lq = 1.1

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 6030
medianWage = 95040
lq = 0.68

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 5210
medianWage = 122930
lq = 1.9

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 3800
medianWage = 159700
lq = 1.34

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 3680
medianWage = 88000
lq = 1.42

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 3520
medianWage = 81570
lq = 0.44

[[industries.top]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 2970
medianWage = 118630
lq = 5.24

[[industries.top]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 2780
medianWage = 102200
lq = 16.69

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 2720
medianWage = 98560
lq = 0.2

[[industries.concentrated]]
naics = "221114"
slug = "221114"
title = "Solar Electric Power Generation"
level = "National industry"
employment = 270
lq = 19.8

[[industries.concentrated]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 2780
lq = 16.69

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 16150
lq = 14.29

[[industries.concentrated]]
naics = "221115"
slug = "221115"
title = "Wind Electric Power Generation"
level = "National industry"
employment = 110
lq = 11.33

[[industries.concentrated]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 2970
lq = 5.24

[[industries.concentrated]]
naics = "221113"
slug = "221113"
title = "Nuclear Electric Power Generation"
level = "National industry"
employment = 190
lq = 5.23

[[industries.concentrated]]
naics = "221112"
slug = "221112"
title = "Fossil Fuel Electric Power Generation"
level = "National industry"
employment = 360
lq = 5.16

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 37330
lq = 3.55

[aiOutlook]
teleworkable = true
usageTasks = []

[aiOutlook.index]
value = 69
percentile = 69
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 67
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 70
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 71
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.014
percentile = 9
band = "Low"
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 = 0.08
beta = 0.46
gamma = 0.8400000000000001

[aiOutlook.bls]
growthPercent = 2.1
growthPercentile = 42
direction = "About average"
annualOpeningsThousands = 9.3
annualOpeningsPercentile = 61
employment2024Thousands = 158.8
employment2034Thousands = 162.1

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.787566
percentile = 67
band = "High"
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 = 0.8400000000000001
percentile = 70
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 = 0.21127710657439736
percentile = 71
band = "High"
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 = 13
skills = 48
capabilities = 120
tools = 57
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "7fb2000e0da6c95f"

[[tasks]]
text = "Conduct engineering site audits to collect structural, electrical, and related site information for use in the design of residential or commercial solar power systems."
type = "Core"
iwa = "4.A.1.a.1.f"

[[tasks]]
text = "Create plans for solar energy system development, monitoring, and evaluation activities."
type = "Core"
iwa = "4.A.2.b.6.b"

[[tasks]]
text = "Design or coordinate design of photovoltaic (PV) or solar thermal systems, including system components, for residential and commercial buildings."
type = "Core"
iwa = "4.A.2.b.2.m"

[[tasks]]
text = "Provide technical direction or support to installation teams during installation, start-up, testing, system commissioning, or performance monitoring."
type = "Core"
iwa = "4.A.4.b.6.d"

[[tasks]]
text = "Create electrical single-line diagrams, panel schedules, or connection diagrams for solar electric systems, using computer-aided design (CAD) software."
type = "Core"
iwa = "4.A.2.b.2.o"

[[tasks]]
text = "Perform computer simulation of solar photovoltaic (PV) generation system performance or energy production to optimize efficiency."
type = "Core"
iwa = "4.A.3.b.2.d"

[[tasks]]
text = "Review specifications and recommend engineering or manufacturing changes to achieve solar design objectives."
type = "Core"
iwa = "4.A.2.a.3.b"

[[tasks]]
text = "Develop design specifications and functional requirements for residential, commercial, or industrial solar energy systems or components."
type = "Core"
iwa = "4.A.3.b.2.a"

[[tasks]]
text = "Develop standard operation procedures and quality or safety standards for solar installation work."
type = "Core"
iwa = "4.A.2.b.1.d"

[[tasks]]
text = "Create checklists for review or inspection of completed solar installation projects."
type = "Core"
iwa = "4.A.1.b.2.f"

[[tasks]]
text = "Perform thermal, stress, or cost reduction analyses for solar systems."
type = "Core"
iwa = "4.A.2.a.4.e"

[[tasks]]
text = "Test or evaluate photovoltaic (PV) cells or modules."
type = "Supplemental"
iwa = "4.A.1.b.2.b"

[[activities]]
name = "Test green technologies or processes."
iwa = "4.A.1.b.2.b"

[[activities]]
name = "Evaluate plans or specifications to determine technological or environmental implications."
iwa = "4.A.2.a.3.b"

[[activities]]
name = "Recommend technical design or process changes to improve efficiency, quality, or performance."
iwa = "4.A.4.b.6.e"

[[activities]]
name = "Analyze green technology design requirements."
iwa = "4.A.2.a.4.e"

[[activities]]
name = "Analyze costs and benefits of proposed designs or projects."
iwa = "4.A.2.a.4.e"

[[activities]]
name = "Determine operational methods."
iwa = "4.A.2.b.1.d"

[[activities]]
name = "Design alternative energy systems."
iwa = "4.A.2.b.2.m"

[[activities]]
name = "Provide technical guidance to other personnel."
iwa = "4.A.4.b.6.d"

[[activities]]
name = "Create models of engineering designs or methods."
iwa = "4.A.3.b.2.d"

[[activities]]
name = "Determine design criteria or specifications."
iwa = "4.A.3.b.2.a"

[[activities]]
name = "Prepare detailed work plans."
iwa = "4.A.2.b.6.b"

[[activities]]
name = "Create graphical representations of energy production systems."
iwa = "4.A.2.b.2.o"

[[activities]]
name = "Inspect finished products to locate flaws."
iwa = "4.A.1.b.2.f"

[[activities]]
name = "Collect data about project sites."
iwa = "4.A.1.a.1.f"

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 4.32

[[capabilities]]
name = "Design"
family = "knowledge"
value = 4.14

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 4

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 4

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

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

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 4

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 4

[[capabilities]]
name = "Building and Construction"
family = "knowledge"
value = 3.93

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

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.88

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 3.88

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.88

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.88

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.82

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

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 3.75

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.62

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

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 3.56

[[capabilities]]
name = "Originality"
family = "ability"
value = 3.5

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.5

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

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.38

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

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

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.29

[[capabilities]]
name = "Physics"
family = "knowledge"
value = 3.29

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

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.25

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

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.21

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.14

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

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

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

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

[[capabilities]]
name = "Systems Evaluation"
family = "transferable_skill"
value = 3

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Autodesk Revit"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

[[skills]]
name = "Oracle Hyperion"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Dassault Systemes SolidWorks"
category = "Computer aided design CAD software"
hot = true
inDemand = false

[[tools]]
example = "Google Workspace software"
category = "Office suite software"
hot = true
inDemand = false

[[tools]]
example = "JavaScript"
category = "Web platform development software"
hot = true
inDemand = false

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

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

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

[[tools]]
example = "Microsoft Visio"
category = "Process mapping and design software"
hot = true
inDemand = false

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

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

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

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

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

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

[[tools]]
example = "Trimble SketchUp Pro"
category = "Computer aided design CAD software"
hot = true
inDemand = false

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

[[tools]]
example = "ETAP"
category = "Geographic information system"
hot = false
inDemand = true

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

[[tools]]
example = "SKM Systems Analysis Power Tools"
category = "Analytical or scientific software"
hot = false
inDemand = true

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

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

[[tools]]
example = "Computer aided design and drafting CADD software"
category = "Computer aided design CAD software"
hot = false
inDemand = false

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

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

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

[[tools]]
example = "Debugging software"
category = "Program testing software"
hot = false
inDemand = false

[[tools]]
example = "Energy-10"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Finite element method FEM software"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Geographic information system GIS systems"
category = "Geographic information system"
hot = false
inDemand = false

[[tools]]
example = "Global positioning system GPS software"
category = "Mobile location based services software"
hot = false
inDemand = false

[[tools]]
example = "HOMER Micropower Optimization Model"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[workContext]]
name = "Telephone Conversations"
value = 4.89

[[workContext]]
name = "E-Mail"
value = 4.89

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

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.25

[[workContext]]
name = "Frequency of Decision Making"
value = 4.25

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.21

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.14

[[workContext]]
name = "Contact With Others"
value = 4.11

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.89

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.89

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

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.82

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.81

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 3.71

[[workContext]]
name = "Consequence of Error"
value = 3.71

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.68

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3.57

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.54

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.54

[[workContext]]
name = "Spend Time Sitting"
value = 3.43

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 3.39

[[workContext]]
name = "Written Letters and Memos"
value = 3.25

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 3.22

[[workContext]]
name = "Physical Proximity"
value = 3.18

[[workContext]]
name = "Exposed to High Places"
value = 3.14

[[workContext]]
name = "Level of Competition"
value = 3.07

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 2.93

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 2.93

[[workContext]]
name = "Conflict Situations"
value = 2.89

[[workContext]]
name = "Outdoors, Under Cover"
value = 2.79

[[workContext]]
name = "Spend Time Standing"
value = 2.71

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.7

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.68

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.68

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.64

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.5

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.46

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 2.36

[[workContext]]
name = "Public Speaking"
value = 2.32

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.32

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.97

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 5.02

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 3.96

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 3.05

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 2.11

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 1.9

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

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

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

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

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

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

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

[[relatedRoles]]
socCode = "47-4011.01"
slug = "role-47-4011-01"
title = "Energy Auditors"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-2141.00"
slug = "role-17-2141-00"
title = "Mechanical Engineers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-2072.00"
slug = "role-17-2072-00"
title = "Electronics Engineers, Except Computer"
tier = "Primary-Long"

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

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

[[careerClusters]]
cluster = "Advanced Manufacturing"
slug = "advanced-manufacturing"

[[careerClusters]]
cluster = "Agriculture"
slug = "agriculture"

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

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

[[studyPrograms]]
title = "Engineering"
slug = "engineering"

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

[[studyPrograms]]
title = "Health Professions and Related Programs"
slug = "health-professions-and-related-programs"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.014
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.787566
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 1.212927
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.5808077
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
