entityType = "role"
schemaVersion = "role.v1"
slug = "role-17-2199-03"
socCode = "17-2199.03"
title = "Energy Engineers, Except Wind and Solar"
summary = "Design, develop, or evaluate energy-related projects or programs to reduce energy costs or improve energy efficiency during the designing, building, or remodeling stages of construction. May specialize in electrical systems; heating, ventilation, and air-conditioning (HVAC) systems; green buildings; lighting; air quality; or energy procurement."
aliases = ["Energy Efficiency Engineer", "Energy Engineer", "Industrial Energy Engineer", "Test and Balance Engineer", "Measurement And Verification Engineer", "Alternative Energy Engineer", "Carbon Analyst", "Carbon Specialist", "Certified Green Building Engineer", "Energy Conservation Engineer", "Energy Infrastructure Engineer", "Energy Market Analyst"]
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 = 50

[[preparation.educationDistribution]]
label = "Post-Baccalaureate Certificate"
percentage = 13.64

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 13.64

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 9.09

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 4.55

[[preparation.educationDistribution]]
label = "First Professional Degree"
percentage = 4.55

[[preparation.educationDistribution]]
label = "Doctoral Degree"
percentage = 4.55

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

[aiOutlook.index]
value = 78
percentile = 80
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

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

[[aiOutlook.index.components]]
percentile = 95
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 = 0.0975609756097561
beta = 0.5487804878048781
gamma = 1

[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 = 1
percentile = 95
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.usageTasks]]
task = "Analyze, interpret, or create graphical representations of energy data, using engineering software."
usagePercent = 0.13393095571651006
importance = 3.95

[[aiOutlook.usageTasks]]
task = "Promote awareness or use of alternative or renewable energy sources."
usagePercent = 0.012735765727643594
importance = 3.35

[[aiOutlook.usageTasks]]
task = "Monitor and analyze energy consumption."
usagePercent = 0.004108311525046321
importance = 4.15

[[aiOutlook.usageTasks]]
task = "Inspect or monitor energy systems, including heating, ventilating, and air conditioning (HVAC) or daylighting systems to determine energy use or potential energy savings."
usagePercent = 0.0016433246100185286
importance = 4

[[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"

[aiPlaybook]
trustedTaskCount = 5
taskCount = 10
totalSample = 767
autonomyMedian = 4
dominantCollaboration = "directive"
automationShare = 39.06
augmentationShare = 52.49
workUsePercent = 52.49
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 34.99

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 32.43

[[aiPlaybook.collaboration]]
label = "learning"
percent = 17.19

[[aiPlaybook.collaboration]]
label = "feedback loop"
percent = 4.07

[[aiPlaybook.collaboration]]
label = "validation"
percent = 2.87

[[aiPlaybook.useCase]]
label = "work"
percent = 52.49

[[aiPlaybook.useCase]]
label = "coursework"
percent = 23.83

[[aiPlaybook.useCase]]
label = "personal"
percent = 14.93

[[aiPlaybook.delegatedTasks]]
task = "Analyze, interpret, or create graphical representations of energy data, using engineering software."
usagePercent = 0.02870358794849356
collaboration = "directive"
autonomyMedian = 4
sampleCount = 287

[[aiPlaybook.delegatedTasks]]
task = "Prepare project reports and other program or technical documentation."
usagePercent = 0.022902862857857233
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 229

[[aiPlaybook.delegatedTasks]]
task = "Promote awareness or use of alternative or renewable energy sources."
usagePercent = 0.006000750093761721
collaboration = "learning"
autonomyMedian = 4
sampleCount = 60

[[aiPlaybook.delegatedTasks]]
task = "Identify energy savings opportunities and make recommendations to achieve more energy efficient operation."
usagePercent = 0.004900612576572072
collaboration = "directive"
autonomyMedian = 4
sampleCount = 49

[[aiPlaybook.delegatedTasks]]
task = "Monitor and analyze energy consumption."
usagePercent = 0.003800475059382423
collaboration = "learning"
autonomyMedian = 4
sampleCount = 38

[[aiPlaybook.boundaryTasks]]
task = "Identify energy savings opportunities and make recommendations to achieve more energy efficient operation."
humanNeededPercent = 97.95918367346938
sampleCount = 49

[[aiPlaybook.boundaryTasks]]
task = "Promote awareness or use of alternative or renewable energy sources."
humanNeededPercent = 96.66666666666667
sampleCount = 60

[[aiPlaybook.boundaryTasks]]
task = "Prepare project reports and other program or technical documentation."
humanNeededPercent = 90.82969432314411
sampleCount = 229

[[aiPlaybook.boundaryTasks]]
task = "Monitor and analyze energy consumption."
humanNeededPercent = 86.8421052631579
sampleCount = 38

[[aiPlaybook.boundaryTasks]]
task = "Analyze, interpret, or create graphical representations of energy data, using engineering software."
humanNeededPercent = 81.18466898954703
sampleCount = 287

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: analyze, interpret, or create graphical representations of energy data, using engineering software. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: prepare project reports and other program or technical documentation. I'll give feedback as we go."
collaboration = "task iteration"

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to promote awareness or use of alternative or renewable energy sources, then check my work as I try it myself."
collaboration = "learning"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: identify energy savings opportunities and make recommendations to achieve more energy efficient operation. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to monitor and analyze energy consumption, then check my work as I try it myself."
collaboration = "learning"

[counts]
tasks = 21
skills = 40
capabilities = 120
tools = 45
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "d9819acbe024dd5e"

[[tasks]]
text = "Identify and recommend energy savings strategies to achieve more energy-efficient operation."
type = "Core"
iwa = "4.A.2.a.4.g"

[[tasks]]
text = "Conduct energy audits to evaluate energy use and to identify conservation and cost reduction measures."
type = "Core"
iwa = "4.A.1.a.2.b"

[[tasks]]
text = "Monitor and analyze energy consumption."
type = "Core"
iwa = "4.A.1.a.2.b"

[[tasks]]
text = "Monitor energy related design or construction issues, such as energy engineering, energy management, or sustainable design."
type = "Core"
iwa = "4.A.4.b.4.j"

[[tasks]]
text = "Inspect or monitor energy systems, including heating, ventilating, and air conditioning (HVAC) or daylighting systems to determine energy use or potential energy savings."
type = "Core"
iwa = "4.A.1.b.2.g"

[[tasks]]
text = "Analyze, interpret, or create graphical representations of energy data, using engineering software."
type = "Core"
iwa = "4.A.3.b.2.d"

[[tasks]]
text = "Advise clients or colleagues on topics such as climate control systems, energy modeling, data logging, sustainable design, or energy auditing."
type = "Core"
iwa = "4.A.4.b.6.c"

[[tasks]]
text = "Verify energy bills and meter readings."
type = "Core"
iwa = "4.A.2.a.4.g"

[[tasks]]
text = "Collect data for energy conservation analyses, using jobsite observation, field inspections, or sub-metering."
type = "Core"
iwa = "4.A.1.a.1.t"

[[tasks]]
text = "Manage the development, design, or construction of energy conservation projects to ensure acceptability of budgets and time lines, conformance to federal and state laws, or adherence to approved specifications."
type = "Core"
iwa = "4.A.4.b.4.j"

[[tasks]]
text = "Perform energy modeling, measurement, verification, commissioning, or retro-commissioning."
type = "Core"
iwa = "4.A.3.b.2.d"

[[tasks]]
text = "Review architectural, mechanical, or electrical plans or specifications to evaluate energy efficiency."
type = "Core"
iwa = "4.A.2.a.3.b"

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

[[activities]]
name = "Advise others regarding green practices or environmental concerns."
iwa = "4.A.4.b.6.c"

[[activities]]
name = "Inspect equipment or systems."
iwa = "4.A.1.b.2.g"

[[activities]]
name = "Direct energy production or management activities."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Monitor industrial energy consumption or management."
iwa = "4.A.1.a.2.b"

[[activities]]
name = "Perform marketing activities."
iwa = "4.A.4.a.6.c"

[[activities]]
name = "Purchase materials, equipment, or other resources."
iwa = "4.A.4.c.3.e"

[[activities]]
name = "Train personnel on proper operational procedures."
iwa = "4.A.4.b.3.d"

[[activities]]
name = "Operate computer systems."
iwa = "4.A.3.b.1.e"

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

[[activities]]
name = "Research energy production, use, or conservation."
iwa = "4.A.1.a.1.t"

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

[[activities]]
name = "Prepare technical or operational reports."
iwa = "4.A.3.b.6.c"

[[activities]]
name = "Research design or application of green technologies."
iwa = "4.A.1.a.1.t"

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

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 4.5

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 4.12

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 4.12

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

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

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

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

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

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 4

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

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.88

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

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

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

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 3.88

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

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

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.88

[[capabilities]]
name = "Building and Construction"
family = "knowledge"
value = 3.86

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.81

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 3.77

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 3.75

[[capabilities]]
name = "Mathematics"
family = "essential_skill"
value = 3.75

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

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.75

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

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.75

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.64

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

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.55

[[capabilities]]
name = "Design"
family = "knowledge"
value = 3.55

[[capabilities]]
name = "Physics"
family = "knowledge"
value = 3.55

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "Systems Evaluation"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "Economics and Accounting"
family = "knowledge"
value = 3.45

[[capabilities]]
name = "Operations Analysis"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.38

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.25

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "360 Analytics eQUEST"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "AIRMaster+"
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 VisualDOE"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "Carrier Hourly Analysis Program HAP"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Chilled Water System Analysis Tool CWSAT"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Combined Heat and Power Application Tool CHP"
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 = "DesignBuilder Software DesignBuilder"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "DOE-2"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

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

[[tools]]
example = "Fan System Assessment Tool FSAT"
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

[[tools]]
example = "Home Energy Efficient Design HEED"
category = "Computer aided design CAD software"
hot = false
inDemand = false

[[tools]]
example = "InterEnergy Software Building Energy Analyzer PRO"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Itron Enterprise Energy Management EEM Suite"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "Performance Systems Development TREAT"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Process Heating Assessment and Survey Tool PHAST"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Program for Energy Analysis of Residences PEAR"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Quick Plant Energy Profiler"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[workContext]]
name = "E-Mail"
value = 4.91

[[workContext]]
name = "Telephone Conversations"
value = 4.73

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.48

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.45

[[workContext]]
name = "Contact With Others"
value = 4.36

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.23

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.14

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.05

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.95

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.67

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.55

[[workContext]]
name = "Spend Time Sitting"
value = 3.55

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.48

[[workContext]]
name = "Written Letters and Memos"
value = 3.41

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.41

[[workContext]]
name = "Frequency of Decision Making"
value = 3.41

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

[[workContext]]
name = "Time Pressure"
value = 3.36

[[workContext]]
name = "Level of Competition"
value = 3.27

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3.05

[[workContext]]
name = "Conflict Situations"
value = 2.95

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.86

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 2.86

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.73

[[workContext]]
name = "Physical Proximity"
value = 2.64

[[workContext]]
name = "Public Speaking"
value = 2.55

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 2.55

[[workContext]]
name = "Consequence of Error"
value = 2.55

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.45

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.38

[[workContext]]
name = "Spend Time Standing"
value = 2.36

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 2.32

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 2.27

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 2.23

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.18

[[workContext]]
name = "Exposed to High Places"
value = 2.18

[[workContext]]
name = "Outdoors, Under Cover"
value = 2.14

[[workContext]]
name = "Exposed to Contaminants"
value = 2.05

[[workContext]]
name = "Degree of Automation"
value = 2.05

[[workContext]]
name = "Spend Time Walking or Running"
value = 2

[[personFit]]
name = "Dependability"
family = "work_style"
value = 7

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 6.2

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 6

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.2

[[personFit]]
name = "Integrity"
family = "work_style"
value = 5

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 4.69

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.4

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 4.33

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 4

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 3.84

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 3.34

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 3.09

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 3.04

[[personFit]]
name = "Intellectual Curiosity"
family = "work_style"
value = 3

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 2.78

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 2.69

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

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

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

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

[[relatedRoles]]
socCode = "11-3051.04"
slug = "role-11-3051-04"
title = "Biomass Power Plant Managers"
tier = "Primary-Short"

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

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

[[relatedRoles]]
socCode = "11-9041.01"
slug = "role-11-9041-01"
title = "Biofuels/Biodiesel Technology and Product Development Managers"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "17-2081.00"
slug = "role-17-2081-00"
title = "Environmental Engineers"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "51-8013.03"
slug = "role-51-8013-03"
title = "Biomass Plant 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"
