entityType = "role"
schemaVersion = "role.v1"
slug = "role-13-1199-05"
socCode = "13-1199.05"
title = "Sustainability Specialists"
summary = "Address organizational sustainability issues, such as waste stream management, green building practices, and green procurement plans."
aliases = ["Sustainability Consultant", "Sustainability Coordinator", "Sustainability Specialist", "Sustainable Design Coordinator", "Campus Energy Coordinator", "Energy and Sustainability Strategic Advisor", "Sustainability Advisor", "Sustainability Champion", "Sustainable Design Champion", "Sustainable Design Consultant", "Building Performance Specialist", "Energy Analyst"]

[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 = 52.17

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 39.13

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 4.35

[[preparation.educationDistribution]]
label = "Post-Baccalaureate Certificate"
percentage = 4.35

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

[market]
medianWage = 81270
meanWage = 92380
pct10Wage = 46230
pct25Wage = 60820
pct75Wage = 110030
pct90Wage = 147830
employment = 1128200
areaTitle = "U.S."

[industries]
count = 64

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 155730
medianWage = 85150
lq = 1.98

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 100750
medianWage = 66200
lq = 1.01

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 76760
medianWage = 83480
lq = 1.68

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 71430
medianWage = 68010
lq = 0.42

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 70690
medianWage = 101460
lq = 0.76

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 67210
medianWage = 85920
lq = 3.27

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 62030
medianWage = 66550
lq = 0.94

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 46900
medianWage = 66050
lq = 1.45

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 40900
medianWage = 79180
lq = 0.93

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 37210
medianWage = 101650
lq = 1.75

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 22110
medianWage = 50040
lq = 0.19

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 20690
medianWage = 64790
lq = 1.07

[[industries.concentrated]]
naics = "221113"
slug = "221113"
title = "Nuclear Electric Power Generation"
level = "National industry"
employment = 1160
lq = 4.27

[[industries.concentrated]]
naics = "541720"
slug = "541720"
title = "Research and Development in the Social Sciences and Humanities"
level = "National industry"
employment = 1800
lq = 4.05

[[industries.concentrated]]
naics = "813930"
slug = "813930"
title = "Labor Unions and Similar Labor Organizations"
level = "National industry"
employment = 2740
lq = 3.53

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 67210
lq = 3.27

[[industries.concentrated]]
naics = "221115"
slug = "221115"
title = "Wind Electric Power Generation"
level = "National industry"
employment = 230
lq = 3.17

[[industries.concentrated]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 9200
lq = 2.8

[[industries.concentrated]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 8750
lq = 2.06

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 155730
lq = 1.98

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

[aiOutlook.index]
value = 82
percentile = 87
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 77
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 95
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 73
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.23
percentile = 35
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 = 0.21428571428571427
beta = 0.6071428571428571
gamma = 1

[aiOutlook.bls]
growthPercent = 3
growthPercentile = 51
direction = "About average"
annualOpeningsThousands = 108.2
annualOpeningsPercentile = 95
employment2024Thousands = 1205.7
employment2034Thousands = 1242

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 1.047687
percentile = 77
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 = 0.21852126165586172
percentile = 73
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 = "Create marketing or outreach media, such as brochures or Web sites, to communicate sustainability issues, procedures, or objectives."
usagePercent = 0.012735765727643594
importance = 3.43

[[aiOutlook.usageTasks]]
task = "Develop reports or presentations to communicate the effectiveness of sustainability initiatives."
usagePercent = 0.008113915261966484
importance = 3.96

[[aiOutlook.usageTasks]]
task = "Create or maintain plans or other documents related to sustainability projects."
usagePercent = 0.00523809719443406
importance = 3.96

[[aiOutlook.usageTasks]]
task = "Review and revise sustainability proposals or policies."
usagePercent = 0.002773110279406267
importance = 4

[[aiOutlook.usageTasks]]
task = "Develop sustainability project goals, objectives, initiatives, or strategies in collaboration with other sustainability professionals."
usagePercent = 0.0022595713387754766
importance = 4.39

[[aiOutlook.usageTasks]]
task = "Research or review regulatory, technical, or market issues related to sustainability."
usagePercent = 0.0016433246100185286
importance = 3.74

[[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 = 1
taskCount = 4
totalSample = 105
autonomyMedian = 3
dominantCollaboration = "task iteration"
augmentationShare = 52.63
workUsePercent = 76.32
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 52.63

[[aiPlaybook.useCase]]
label = "work"
percent = 76.32

[[aiPlaybook.delegatedTasks]]
task = "Provide technical or administrative support for sustainability programs or issues."
usagePercent = 0.003800475059382423
collaboration = "task iteration"
autonomyMedian = 3
sampleCount = 38

[[aiPlaybook.boundaryTasks]]
task = "Provide technical or administrative support for sustainability programs or issues."
humanNeededPercent = 94.73684210526315
sampleCount = 38

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: provide technical or administrative support for sustainability programs or issues. I'll give feedback as we go."
collaboration = "task iteration"

[counts]
tasks = 14
skills = 48
capabilities = 120
tools = 38
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "05f9397938703c23"

[[tasks]]
text = "Develop sustainability project goals, objectives, initiatives, or strategies in collaboration with other sustainability professionals."
type = "Core"
iwa = "4.A.2.b.2.q"

[[tasks]]
text = "Monitor or track sustainability indicators, such as energy usage, natural resource usage, waste generation, and recycling."
type = "Core"
iwa = "4.A.1.a.2.c"

[[tasks]]
text = "Assess or propose sustainability initiatives, considering factors such as cost effectiveness, technical feasibility, and acceptance."
type = "Core"
iwa = "4.A.2.a.1.g"

[[tasks]]
text = "Review and revise sustainability proposals or policies."
type = "Core"
iwa = "4.A.2.b.4.a"

[[tasks]]
text = "Provide technical or administrative support for sustainability programs or issues."
type = "Core"
iwa = "4.A.4.b.6.e"

[[tasks]]
text = "Create or maintain plans or other documents related to sustainability projects."
type = "Core"
iwa = "4.A.2.b.2.q"

[[tasks]]
text = "Develop reports or presentations to communicate the effectiveness of sustainability initiatives."
type = "Core"
iwa = "4.A.3.b.6.o"

[[tasks]]
text = "Collect information about waste stream management or green building practices to inform decision makers."
type = "Core"
iwa = "4.A.1.a.1.j"

[[tasks]]
text = "Research or review regulatory, technical, or market issues related to sustainability."
type = "Core"
iwa = "4.A.1.a.1.j"

[[tasks]]
text = "Identify or investigate violations of natural resources, waste management, recycling, or other environmental policies."
type = "Core"
iwa = "4.A.1.a.1.c"

[[tasks]]
text = "Identify or create new sustainability indicators."
type = "Core"
iwa = "4.A.1.a.1.j"

[[tasks]]
text = "Create marketing or outreach media, such as brochures or Web sites, to communicate sustainability issues, procedures, or objectives."
type = "Core"
iwa = "4.A.2.b.2.j"

[[emergingTasks]]
text = "Deliver sustainability training to employees."

[[activities]]
name = "Establish organizational guidelines or policies."
iwa = "4.A.2.b.4.a"

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

[[activities]]
name = "Investigate legal issues."
iwa = "4.A.1.a.1.c"

[[activities]]
name = "Prepare proposal documents."
iwa = "4.A.3.b.6.g"

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

[[activities]]
name = "Obtain information about goods or services."
iwa = "4.A.1.a.1.g"

[[activities]]
name = "Purchase products or services."
iwa = "4.A.4.c.3.e"

[[activities]]
name = "Develop sustainable business strategies or practices."
iwa = "4.A.2.b.2.q"

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

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

[[activities]]
name = "Create marketing materials."
iwa = "4.A.2.b.2.j"

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

[[activities]]
name = "Monitor business indicators."
iwa = "4.A.1.a.2.c"

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

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 4

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 4

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

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

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

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.88

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

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

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

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

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.74

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_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 = "Speech Clarity"
family = "ability"
value = 3.62

[[capabilities]]
name = "Law and Government"
family = "knowledge"
value = 3.55

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 3.5

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

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.5

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.48

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.48

[[capabilities]]
name = "Building and Construction"
family = "knowledge"
value = 3.39

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

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

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

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Systems Evaluation"
family = "transferable_skill"
value = 3.25

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

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.17

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

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.12

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

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

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.12

[[capabilities]]
name = "Communications and Media"
family = "knowledge"
value = 3.09

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3.04

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Google Analytics"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Foreign Language"
type = "Common 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 Power BI"
category = "Business intelligence and data analysis software"
hot = true
inDemand = true

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

[[tools]]
example = "Tableau"
category = "Business intelligence and data analysis software"
hot = true
inDemand = true

[[tools]]
example = "Adobe Acrobat"
category = "Document management software"
hot = true
inDemand = false

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

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

[[tools]]
example = "Adobe InDesign"
category = "Desktop publishing software"
hot = true
inDemand = false

[[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 = "Autodesk AutoCAD Civil 3D"
category = "Computer aided design CAD software"
hot = true
inDemand = false

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

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

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

[[tools]]
example = "Google Analytics"
category = "Data mining software"
hot = true
inDemand = false

[[tools]]
example = "JavaScript"
category = "Web platform development 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 SharePoint"
category = "Document 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 = "Oracle Database"
category = "Data base user interface and query software"
hot = true
inDemand = false

[[tools]]
example = "SAP software"
category = "Enterprise resource planning ERP 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 = "Esri ArcGIS"
category = "Geographic information system"
hot = false
inDemand = false

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

[[tools]]
example = "Inventory management systems"
category = "Inventory management software"
hot = false
inDemand = false

[[tools]]
example = "Life cycle assessment LCA software"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Microsoft Publisher"
category = "Desktop publishing software"
hot = false
inDemand = false

[[tools]]
example = "Online database search and retrieval software"
category = "Information retrieval or search software"
hot = false
inDemand = false

[[tools]]
example = "PE INTERNATIONAL GaBi"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "PE INTERNATIONAL SoFi"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "PRe Consultants SimaPro"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Quark enterprise publishing software"
category = "Desktop publishing software"
hot = false
inDemand = false

[[tools]]
example = "Social media sites"
category = "Web page creation and editing software"
hot = false
inDemand = false

[[tools]]
example = "Web browser software"
category = "Internet browser software"
hot = false
inDemand = false

[[workContext]]
name = "E-Mail"
value = 5

[[workContext]]
name = "Telephone Conversations"
value = 4.71

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.59

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.39

[[workContext]]
name = "Contact With Others"
value = 4.17

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.17

[[workContext]]
name = "Spend Time Sitting"
value = 4

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.96

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.87

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.74

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.57

[[workContext]]
name = "Time Pressure"
value = 3.57

[[workContext]]
name = "Written Letters and Memos"
value = 3.55

[[workContext]]
name = "Level of Competition"
value = 3.48

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.43

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.22

[[workContext]]
name = "Frequency of Decision Making"
value = 3.09

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

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.87

[[workContext]]
name = "Physical Proximity"
value = 2.83

[[workContext]]
name = "Public Speaking"
value = 2.77

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.7

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.43

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.43

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 2.39

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 2.26

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.26

[[workContext]]
name = "Exposed to Contaminants"
value = 2.09

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.04

[[workContext]]
name = "Spend Time Standing"
value = 2

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 1.96

[[workContext]]
name = "Outdoors, Under Cover"
value = 1.83

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.81

[[workContext]]
name = "Consequence of Error"
value = 1.77

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 1.65

[[workContext]]
name = "Degree of Automation"
value = 1.52

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 1.5

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 1.48

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 1.43

[[workContext]]
name = "Exposed to High Places"
value = 1.43

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

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 5.09

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.41

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.95

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 2.5

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 2.06

[[relatedRoles]]
socCode = "11-1011.03"
slug = "role-11-1011-03"
title = "Chief Sustainability Officers"
tier = "Primary-Short"

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

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

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

[[relatedRoles]]
socCode = "13-1082.00"
slug = "role-13-1082-00"
title = "Project Management Specialists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "19-2041.01"
slug = "role-19-2041-01"
title = "Climate Change Policy Analysts"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "13-1111.00"
slug = "role-13-1111-00"
title = "Management Analysts"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "19-2041.00"
slug = "role-19-2041-00"
title = "Environmental Scientists and Specialists, Including Health"
tier = "Primary-Long"

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

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

[[relatedRoles]]
socCode = "19-3051.00"
slug = "role-19-3051-00"
title = "Urban and Regional Planners"
tier = "Supplemental"

[[careerClusters]]
cluster = "Management & Entrepreneurship"
slug = "management-entrepreneurship"

[[studyPrograms]]
title = "Business, Management, Marketing, and Related Support Services"
slug = "business-management-marketing-and-related-support-services"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.23
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 1.047687
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 1.221236
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.92503
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
