entityType = "role"
schemaVersion = "role.v1"
slug = "role-19-2041-01"
socCode = "19-2041.01"
title = "Climate Change Policy Analysts"
summary = "Research and analyze policy developments related to climate change. Make climate-related recommendations for actions such as legislation, awareness campaigns, or fundraising approaches."
aliases = ["Climate Analyst", "Climate and Energy Program Associate", "Environmental Policy Analyst", "Policy Analyst", "Climate Advisor", "Climate Economist", "Policy Associate", "Policy Research Associate", "Regional Science Advisor", "Clean Energy Policy Analyst", "Climate Change Analyst", "Climate Change Risk Assessor"]
emergingTasks = []

[preparation]
jobZone = "5"
jobZoneName = "Job Zone Five: Extensive Preparation Needed"
education = "Most of these occupations require graduate school. For example, they may require a master's degree, and some require a Ph.D., M.D., or J.D. (law degree)."
experience = "Extensive skill, knowledge, and experience are needed for these occupations. Many require more than five years of experience. For example, surgeons must complete four years of college and an additional five to seven years of specialized medical training to be able to do their job."
svpRange = "(8.0 and above)"

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 60.87

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 13.04

[[preparation.educationDistribution]]
label = "Doctoral Degree"
percentage = 13.04

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

[[preparation.educationDistribution]]
label = "First Professional Degree"
percentage = 4.35

[[preparation.educationDistribution]]
label = "Post-Doctoral Training"
percentage = 4.35

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

[market]
medianWage = 80060
meanWage = 88640
pct10Wage = 50130
pct25Wage = 62090
pct75Wage = 103730
pct90Wage = 134830
employment = 84930
areaTitle = "U.S."

[industries]
count = 22

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 32170
medianWage = 77920
lq = 5.42

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 8940
medianWage = 77960
lq = 14.04

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 2640
medianWage = 82360
lq = 0.35

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 2610
medianWage = 74910
lq = 1.07

[[industries.top]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 2130
medianWage = 62040
lq = 22.69

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 1910
medianWage = 101330
lq = 1.23

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 1690
medianWage = 74670
lq = 0.34

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 1220
medianWage = 107990
lq = 0.17

[[industries.top]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 1160
medianWage = 108480
lq = 3.63

[[industries.top]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 690
medianWage = 73180
lq = 2.18

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 370
medianWage = 65110
lq = 0.25

[[industries.top]]
naics = "221112"
slug = "221112"
title = "Fossil Fuel Electric Power Generation"
level = "National industry"
employment = 340
medianWage = 108690
lq = 8.66

[[industries.concentrated]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 2130
lq = 22.69

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 8940
lq = 14.04

[[industries.concentrated]]
naics = "221112"
slug = "221112"
title = "Fossil Fuel Electric Power Generation"
level = "National industry"
employment = 340
lq = 8.66

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 32170
lq = 5.42

[[industries.concentrated]]
naics = "541720"
slug = "541720"
title = "Research and Development in the Social Sciences and Humanities"
level = "National industry"
employment = 170
lq = 5.08

[[industries.concentrated]]
naics = "221113"
slug = "221113"
title = "Nuclear Electric Power Generation"
level = "National industry"
employment = 100
lq = 4.89

[[industries.concentrated]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 1160
lq = 3.63

[[industries.concentrated]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 690
lq = 2.18

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

[aiOutlook.index]
value = 77
percentile = 78
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 75
source = "felten_aioe"

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

[[aiOutlook.index.components]]
percentile = 60
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.033
percentile = 20
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 = 0.07142857142857142
beta = 0.5357142857142857
gamma = 1

[aiOutlook.bls]
growthPercent = 4.4
growthPercentile = 69
direction = "About average"
annualOpeningsThousands = 8.5
annualOpeningsPercentile = 59
employment2024Thousands = 90.3
employment2034Thousands = 94.3

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 1.014113
percentile = 75
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 = 0.17192997157932216
percentile = 60
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 = "Propose new or modified policies involving use of traditional and alternative fuels, transportation of goods, and other factors relating to climate and climate change."
usagePercent = 0.012222226787012805
importance = 4.45

[[aiOutlook.usageTasks]]
task = "Review existing policies or legislation to identify environmental impacts."
usagePercent = 0.009654532083858854
importance = 4.09

[[aiOutlook.usageTasks]]
task = "Analyze and distill climate-related research findings to inform legislators, regulatory agencies, or other stakeholders."
usagePercent = 0.005546220558812534
importance = 4.3

[[aiOutlook.usageTasks]]
task = "Develop, or contribute to the development of, educational or outreach programs on the environment or climate change."
usagePercent = 0.004724558253803269
importance = 3.74

[[aiOutlook.usageTasks]]
task = "Research policies, practices, or procedures for climate or environmental management."
usagePercent = 0.002464986915027793
importance = 4

[[aiOutlook.usageTasks]]
task = "Promote initiatives to mitigate climate change with government or environmental groups."
usagePercent = 0.0018487401862708444
importance = 4.09

[[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 = 3
taskCount = 7
totalSample = 271
autonomyMedian = 3
dominantCollaboration = "task iteration"
automationShare = 30.9
augmentationShare = 51.12
workUsePercent = 43.26
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 41.01

[[aiPlaybook.collaboration]]
label = "directive"
percent = 30.9

[[aiPlaybook.collaboration]]
label = "learning"
percent = 10.11

[[aiPlaybook.useCase]]
label = "work"
percent = 43.26

[[aiPlaybook.useCase]]
label = "coursework"
percent = 33.15

[[aiPlaybook.useCase]]
label = "personal"
percent = 8.43

[[aiPlaybook.delegatedTasks]]
task = "Develop, or contribute to the development of, educational or outreach programs on the environment or climate change."
usagePercent = 0.008001000125015627
collaboration = "directive"
autonomyMedian = 4
sampleCount = 80

[[aiPlaybook.delegatedTasks]]
task = "Propose new or modified policies involving use of traditional and alternative fuels, transportation of goods, and other factors relating to climate and climate change."
usagePercent = 0.005200650081260158
collaboration = "task iteration"
autonomyMedian = 3
sampleCount = 52

[[aiPlaybook.delegatedTasks]]
task = "Prepare study reports, memoranda, briefs, testimonies, or other written materials to inform government or environmental groups on environmental issues such as climate change."
usagePercent = 0.004600575071883986
collaboration = "directive"
autonomyMedian = 3
sampleCount = 46

[[aiPlaybook.boundaryTasks]]
task = "Propose new or modified policies involving use of traditional and alternative fuels, transportation of goods, and other factors relating to climate and climate change."
humanNeededPercent = 100
sampleCount = 52

[[aiPlaybook.boundaryTasks]]
task = "Prepare study reports, memoranda, briefs, testimonies, or other written materials to inform government or environmental groups on environmental issues such as climate change."
humanNeededPercent = 100
sampleCount = 46

[[aiPlaybook.boundaryTasks]]
task = "Develop, or contribute to the development of, educational or outreach programs on the environment or climate change."
humanNeededPercent = 98.75
sampleCount = 80

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: develop, or contribute to the development of, educational or outreach programs on the environment or climate change. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: propose new or modified policies involving use of traditional and alternative fuels, transportation of goods, and other factors relating to climate and climate change. I'll give feedback as we go."
collaboration = "task iteration"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: prepare study reports, memoranda, briefs, testimonies, or other written materials to inform government or environmental groups on environmental issues such as climate change. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 14
skills = 37
capabilities = 120
tools = 25
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "20662cfc2942a393"

[[tasks]]
text = "Provide analytical support for policy briefs related to renewable energy, energy efficiency, or climate change."
type = "Core"
iwa = "4.A.2.a.1.b"

[[tasks]]
text = "Propose new or modified policies involving use of traditional and alternative fuels, transportation of goods, and other factors relating to climate and climate change."
type = "Core"
iwa = "4.A.2.b.2.g"

[[tasks]]
text = "Prepare study reports, memoranda, briefs, testimonies, or other written materials to inform government or environmental groups on environmental issues, such as climate change."
type = "Core"
iwa = "4.A.3.b.6.c"

[[tasks]]
text = "Analyze and distill climate-related research findings to inform legislators, regulatory agencies, or other stakeholders."
type = "Core"
iwa = "4.A.1.a.1.h"

[[tasks]]
text = "Make legislative recommendations related to climate change or environmental management, based on climate change policies, principles, programs, practices, and processes."
type = "Core"
iwa = "4.A.4.b.6.h"

[[tasks]]
text = "Present climate-related information at public interest, governmental, or other meetings."
type = "Core"
iwa = "4.A.4.a.2.a"

[[tasks]]
text = "Promote initiatives to mitigate climate change with government or environmental groups."
type = "Core"
iwa = "4.A.4.a.6.c"

[[tasks]]
text = "Gather and review climate-related studies from government agencies, research laboratories, and other organizations."
type = "Core"
iwa = "4.A.2.a.2.c"

[[tasks]]
text = "Review existing policies or legislation to identify environmental impacts."
type = "Core"
iwa = "4.A.2.a.4.i"

[[tasks]]
text = "Research policies, practices, or procedures for climate or environmental management."
type = "Core"
iwa = "4.A.1.a.1.h"

[[tasks]]
text = "Write reports or academic papers to communicate findings of climate-related studies."
type = "Core"
iwa = "4.A.3.b.6.c"

[[tasks]]
text = "Develop, or contribute to the development of, educational or outreach programs on the environment or climate change."
type = "Core"
iwa = "4.A.2.b.2.l"

[[activities]]
name = "Prepare research or technical reports on environmental issues."
iwa = "4.A.3.b.6.c"

[[activities]]
name = "Promote environmental sustainability or conservation initiatives."
iwa = "4.A.4.a.6.c"

[[activities]]
name = "Communicate results of environmental research."
iwa = "4.A.4.a.2.a"

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

[[activities]]
name = "Compile environmental or climatological data."
iwa = "4.A.2.a.2.c"

[[activities]]
name = "Develop educational programs."
iwa = "4.A.2.b.2.l"

[[activities]]
name = "Appraise environmental impact of regulations or policies."
iwa = "4.A.2.a.4.i"

[[activities]]
name = "Evaluate civic projects or public policies."
iwa = "4.A.2.a.1.b"

[[activities]]
name = "Advise others on matters of public policy."
iwa = "4.A.4.b.6.h"

[[activities]]
name = "Conduct climatological research."
iwa = "4.A.1.a.1.h"

[[activities]]
name = "Develop environmental sustainability plans or projects."
iwa = "4.A.2.b.2.g"

[[activities]]
name = "Interpret research or operational data."
iwa = "4.A.2.a.4.g"

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 4.25

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 4.25

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 4

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

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

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

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

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

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

[[capabilities]]
name = "Law and Government"
family = "knowledge"
value = 3.96

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

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.83

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.75

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

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

[[capabilities]]
name = "Systems Evaluation"
family = "transferable_skill"
value = 3.62

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

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

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.48

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.38

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

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

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

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

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.12

[[capabilities]]
name = "Originality"
family = "ability"
value = 3.12

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

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3.12

[[capabilities]]
name = "Mathematics"
family = "essential_skill"
value = 3

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

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

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

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Mathematical Reasoning"
family = "ability"
value = 3

[[capabilities]]
name = "Number Facility"
family = "ability"
value = 3

[[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 = "Writing"
type = "Common Skill"

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Equipment Maintenance"
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 PowerPoint"
category = "Presentation software"
hot = true
inDemand = true

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

[[tools]]
example = "ESRI ArcGIS software"
category = "Geographic information system"
hot = true
inDemand = false

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

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

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

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

[[tools]]
example = "R"
category = "Object or component oriented development 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 = "Community Climate System Model CCSM"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "Formula translation/translator FORTRAN"
category = "Development environment software"
hot = false
inDemand = false

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

[[tools]]
example = "Grid analysis and display system GrADS"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Interface definition language IDL"
category = "Development environment software"
hot = false
inDemand = false

[[tools]]
example = "NCAR Command Language NCL"
category = "Development environment software"
hot = false
inDemand = false

[[tools]]
example = "North American Regional Climate Change Assessment Program NARCCAP data tables"
category = "Information retrieval or search software"
hot = false
inDemand = false

[[tools]]
example = "Sun Microsystems Java"
category = "Object or component oriented development software"
hot = false
inDemand = false

[[tools]]
example = "Unidata Integrated Data Viewer IDV"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Unidata Network common data form NetCDF"
category = "Development environment software"
hot = false
inDemand = false

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

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

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

[[workContext]]
name = "Telephone Conversations"
value = 4.55

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.48

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

[[workContext]]
name = "Spend Time Sitting"
value = 4.22

[[workContext]]
name = "Contact With Others"
value = 4.13

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.13

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.09

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

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.65

[[workContext]]
name = "Level of Competition"
value = 3.39

[[workContext]]
name = "Written Letters and Memos"
value = 3.36

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.26

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.26

[[workContext]]
name = "Time Pressure"
value = 3.26

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.13

[[workContext]]
name = "Frequency of Decision Making"
value = 2.91

[[workContext]]
name = "Public Speaking"
value = 2.74

[[workContext]]
name = "Physical Proximity"
value = 2.43

[[workContext]]
name = "Conflict Situations"
value = 2.22

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.13

[[workContext]]
name = "Spend Time Standing"
value = 2.05

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.04

[[workContext]]
name = "Consequence of Error"
value = 2

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 1.96

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 1.96

[[workContext]]
name = "Health and Safety of Other Workers"
value = 1.74

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 1.57

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 1.5

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 1.48

[[workContext]]
name = "Degree of Automation"
value = 1.43

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.39

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.39

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 1.3

[[workContext]]
name = "Outdoors, Under Cover"
value = 1.26

[[workContext]]
name = "Exposed to Contaminants"
value = 1.13

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 1.13

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.09

[[workContext]]
name = "In an Open Vehicle or Operating Equipment"
value = 1.09

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 6.73

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

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.06

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 3.17

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 3.11

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 1.37

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

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

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

[[relatedRoles]]
socCode = "19-3011.01"
slug = "role-19-3011-01"
title = "Environmental Economists"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "19-1031.00"
slug = "role-19-1031-00"
title = "Conservation Scientists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "19-2041.02"
slug = "role-19-2041-02"
title = "Environmental Restoration Planners"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "11-9199.11"
slug = "role-11-9199-11"
title = "Brownfield Redevelopment Specialists and Site Managers"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "19-2043.00"
slug = "role-19-2043-00"
title = "Hydrologists"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "25-1053.00"
slug = "role-25-1053-00"
title = "Environmental Science Teachers, Postsecondary"
tier = "Supplemental"

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

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

[[careerClusters]]
cluster = "Healthcare & Human Services"
slug = "healthcare-human-services"

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

[[studyPrograms]]
title = "Biological and Biomedical Sciences"
slug = "biological-and-biomedical-sciences"

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

[[studyPrograms]]
title = "Multi/Interdisciplinary Studies"
slug = "multi-interdisciplinary-studies"

[[studyPrograms]]
title = "Natural Resources and Conservation"
slug = "natural-resources-and-conservation"

[[studyPrograms]]
title = "Physical Sciences"
slug = "physical-sciences"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.033
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 1.014113
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 1.228774
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.8702797
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
