entityType = "role"
schemaVersion = "role.v1"
slug = "role-19-3011-01"
socCode = "19-3011.01"
title = "Environmental Economists"
summary = "Conduct economic analysis related to environmental protection and use of the natural environment, such as water, air, land, and renewable energy resources. Evaluate and quantify benefits, costs, incentives, and impacts of alternative options using economic principles and statistical techniques."
aliases = ["Environmental Economist", "Natural Resource Economist", "Research Economist", "Resource Economist", "Agricultural Economist", "Ecological Economist", "Energy Economist", "Environment and Natural Resources Economics Researcher", "Environmental Protection Economist", "Marine Resource Economist", "Natural Resource Specialist"]
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 = "Doctoral Degree"
percentage = 44.44

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 40.74

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 11.11

[[preparation.educationDistribution]]
label = "Post-Doctoral Training"
percentage = 3.7

[educationLevel]
category = "Master's degree"
slug = "master-s-degree"

[market]
medianWage = 115440
meanWage = 130910
pct10Wage = 62340
pct25Wage = 82260
pct75Wage = 166030
pct90Wage = 212710
employment = 15880
areaTitle = "U.S."

[industries]
count = 16

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 3970
medianWage = 113300
lq = 3.58

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 1500
medianWage = 165960
lq = 2.34

[[industries.top]]
naics = "541720"
slug = "541720"
title = "Research and Development in the Social Sciences and Humanities"
level = "National industry"
employment = 1200
medianWage = 129280
lq = 191.67

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 530
medianWage = 100900
lq = 1.16

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 360
medianWage = 87020
lq = 0.26

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 310
medianWage = 135100
lq = 1.07

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 270
medianWage = 92270
lq = 2.27

[[industries.top]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 250
medianWage = 101290
lq = 5.41

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 160
medianWage = 107780
lq = 0.07

[[industries.top]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 140
medianWage = 130400
lq = 2.35

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 110
medianWage = 90460
lq = 0.12

[[industries.top]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 50
medianWage = 222980

[[industries.concentrated]]
naics = "541720"
slug = "541720"
title = "Research and Development in the Social Sciences and Humanities"
level = "National industry"
employment = 1200
lq = 191.67

[[industries.concentrated]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 250
lq = 5.41

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 3970
lq = 3.58

[[industries.concentrated]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 140
lq = 2.35

[[industries.concentrated]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 1500
lq = 2.34

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 270
lq = 2.27

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 530
lq = 1.16

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 310
lq = 1.07

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

[aiOutlook.index]
value = 95
percentile = 99
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 96
source = "felten_aioe"

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

[[aiOutlook.index.components]]
percentile = 94
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.43
percentile = 45
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 = 0.21052631578947367
beta = 0.6052631578947368
gamma = 1

[aiOutlook.bls]
growthPercent = 1.2
growthPercentile = 33
direction = "About average"
annualOpeningsThousands = 0.9
annualOpeningsPercentile = 14
employment2024Thousands = 17.6
employment2034Thousands = 17.8

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 1.403764
percentile = 96
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 = 0.3277389094051159
percentile = 94
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 = "Write technical documents or academic articles to communicate study results or economic forecasts."
usagePercent = 0.03605043363228147
importance = 4.48

[[aiOutlook.usageTasks]]
task = "Prepare and deliver presentations to communicate economic and environmental study results, to present policy recommendations, or to raise awareness of environmental consequences."
usagePercent = 0.009962655448237328
importance = 3.89

[[aiOutlook.usageTasks]]
task = "Develop economic models, forecasts, or scenarios to predict future economic and environmental outcomes."
usagePercent = 0.008422038626344958
importance = 3.85

[[aiOutlook.usageTasks]]
task = "Interpret indicators to ascertain the overall health of an environment."
usagePercent = 0.004827266041929427
importance = 2.36

[[aiOutlook.usageTasks]]
task = "Develop programs or policy recommendations to achieve environmental goals in cost-effective ways."
usagePercent = 0.0038001881606678474
importance = 3.89

[[aiOutlook.usageTasks]]
task = "Collect and analyze data to compare the environmental implications of economic policy or practice alternatives."
usagePercent = 0.0022595713387754766
importance = 4.22

[[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 = 2
totalSample = 253
autonomyMedian = 4
dominantCollaboration = "task iteration"
automationShare = 35.9
augmentationShare = 54.28
workUsePercent = 28.21
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 39.32

[[aiPlaybook.collaboration]]
label = "directive"
percent = 35.9

[[aiPlaybook.collaboration]]
label = "learning"
percent = 14.96

[[aiPlaybook.useCase]]
label = "coursework"
percent = 66.24

[[aiPlaybook.useCase]]
label = "work"
percent = 28.21

[[aiPlaybook.delegatedTasks]]
task = "Write technical documents or academic articles to communicate study results or economic forecasts."
usagePercent = 0.02340292536567071
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 234

[[aiPlaybook.boundaryTasks]]
task = "Write technical documents or academic articles to communicate study results or economic forecasts."
humanNeededPercent = 83.76068376068376
sampleCount = 234

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: write technical documents or academic articles to communicate study results or economic forecasts. I'll give feedback as we go."
collaboration = "task iteration"

[counts]
tasks = 20
skills = 40
capabilities = 120
tools = 35
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "e583fe503e371b81"

[[tasks]]
text = "Write technical documents or academic articles to communicate study results or economic forecasts."
type = "Core"
iwa = "4.A.2.a.4.b"

[[tasks]]
text = "Conduct research on economic and environmental topics, such as alternative fuel use, public and private land use, soil conservation, air and water pollution control, and endangered species protection."
type = "Core"
iwa = "4.A.1.a.1.j"

[[tasks]]
text = "Collect and analyze data to compare the environmental implications of economic policy or practice alternatives."
type = "Core"
iwa = "4.A.2.a.4.i"

[[tasks]]
text = "Assess the costs and benefits of various activities, policies, or regulations that affect the environment or natural resource stocks."
type = "Core"
iwa = "4.A.2.a.4.i"

[[tasks]]
text = "Prepare and deliver presentations to communicate economic and environmental study results, to present policy recommendations, or to raise awareness of environmental consequences."
type = "Core"
iwa = "4.A.3.b.6.c"

[[tasks]]
text = "Develop programs or policy recommendations to achieve environmental goals in cost-effective ways."
type = "Core"
iwa = "4.A.2.b.2.g"

[[tasks]]
text = "Develop economic models, forecasts, or scenarios to predict future economic and environmental outcomes."
type = "Core"
iwa = "4.A.2.b.2.u"

[[tasks]]
text = "Demonstrate or promote the economic benefits of sound environmental regulations."
type = "Core"
iwa = "4.A.4.a.6.c"

[[tasks]]
text = "Conduct research to study the relationships among environmental problems and patterns of economic production and consumption."
type = "Core"
iwa = "4.A.1.a.1.j"

[[tasks]]
text = "Perform complex, dynamic, and integrated mathematical modeling of ecological, environmental, or economic systems."
type = "Core"
iwa = "4.A.2.b.2.u"

[[tasks]]
text = "Write social, legal, or economic impact statements to inform decision makers for natural resource policies, standards, or programs."
type = "Core"
iwa = "4.A.3.b.6.n"

[[tasks]]
text = "Teach courses in environmental economics."
type = "Core"
iwa = "4.A.4.b.3.b"

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

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

[[activities]]
name = "Monitor market conditions or trends."
iwa = "4.A.1.a.2.h"

[[activities]]
name = "Analyze market conditions or trends."
iwa = "4.A.2.a.4.b"

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

[[activities]]
name = "Identify sustainable business practices."
iwa = "4.A.1.b.1.b"

[[activities]]
name = "Advise others about environmental management or conservation."
iwa = "4.A.4.b.6.c"

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

[[activities]]
name = "Forecast economic, political, or social trends."
iwa = "4.A.2.a.4.b"

[[activities]]
name = "Prepare information or documentation related to legal or regulatory matters."
iwa = "4.A.3.b.6.n"

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

[[activities]]
name = "Research environmental impact of industrial or development activities."
iwa = "4.A.1.a.1.j"

[[activities]]
name = "Develop environmental research methods."
iwa = "4.A.2.b.2.s"

[[activities]]
name = "Plan environmental research."
iwa = "4.A.2.b.2.s"

[[activities]]
name = "Develop mathematical models of environmental conditions."
iwa = "4.A.2.b.2.u"

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

[[activities]]
name = "Collect environmental data or samples."
iwa = "4.A.3.a.2.al"

[[activities]]
name = "Research impacts of environmental conservation initiatives."
iwa = "4.A.1.a.1.j"

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

[[activities]]
name = "Teach classes in area of specialization."
iwa = "4.A.4.b.3.b"

[[activities]]
name = "Teach social science courses at the college level."
iwa = "4.A.4.b.3.b"

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 4.67

[[capabilities]]
name = "Economics and Accounting"
family = "knowledge"
value = 4.41

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

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 4.12

[[capabilities]]
name = "Mathematical Reasoning"
family = "ability"
value = 4.12

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

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

[[capabilities]]
name = "Mathematics"
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 = "English Language"
family = "knowledge"
value = 3.96

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

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.88

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

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

[[capabilities]]
name = "Number Facility"
family = "ability"
value = 3.88

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

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

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.7

[[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 = "Speech Recognition"
family = "ability"
value = 3.62

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

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

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

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

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

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

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

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.25

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

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.19

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

[[capabilities]]
name = "Management of Financial Resources"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3.12

[[capabilities]]
name = "Law and Government"
family = "knowledge"
value = 3.07

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

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

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

[[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 = "English Language"
type = "Common Skill"

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Microsoft Visual Studio"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Foreign Language"
type = "Common 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 = "C"
category = "Development environment software"
hot = true
inDemand = false

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

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

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

[[tools]]
example = "Microsoft Excel"
category = "Spreadsheet software"
hot = true
inDemand = false

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Aptech Systems GAUSS"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Camfit Data Limited Microfit"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "Estima Regression Analysis of Time Series RATS"
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 = "General algebraic modeling system GAMS"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "Global Insight AREMOS"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Insightful S-PLUS"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "Quantitative Micro Software EViews"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

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

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

[[tools]]
example = "Wolfram Research Mathematica"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[workContext]]
name = "E-Mail"
value = 4.81

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.77

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.74

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.7

[[workContext]]
name = "Spend Time Sitting"
value = 4.56

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.08

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4

[[workContext]]
name = "Level of Competition"
value = 3.85

[[workContext]]
name = "Telephone Conversations"
value = 3.56

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.22

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3

[[workContext]]
name = "Public Speaking"
value = 2.93

[[workContext]]
name = "Contact With Others"
value = 2.85

[[workContext]]
name = "Written Letters and Memos"
value = 2.78

[[workContext]]
name = "Time Pressure"
value = 2.77

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 2.58

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.52

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.44

[[workContext]]
name = "Physical Proximity"
value = 2.26

[[workContext]]
name = "Frequency of Decision Making"
value = 2.26

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.15

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.15

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.15

[[workContext]]
name = "Conflict Situations"
value = 2.04

[[workContext]]
name = "Spend Time Standing"
value = 1.93

[[workContext]]
name = "Consequence of Error"
value = 1.93

[[workContext]]
name = "Degree of Automation"
value = 1.85

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 1.78

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 1.74

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 1.37

[[workContext]]
name = "Health and Safety of Other Workers"
value = 1.33

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.33

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 1.3

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.22

[[workContext]]
name = "Outdoors, Under Cover"
value = 1.19

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 1.11

[[workContext]]
name = "Exposed to Contaminants"
value = 1.11

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 1.08

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.07

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 1.07

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 7

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 4.11

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.08

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 2.74

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 2.53

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.28

[[relatedRoles]]
socCode = "19-3011.00"
slug = "role-19-3011-00"
title = "Economists"
tier = "Primary-Short"

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

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

[[relatedRoles]]
socCode = "15-2051.00"
slug = "role-15-2051-00"
title = "Data Scientists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "25-1063.00"
slug = "role-25-1063-00"
title = "Economics Teachers, Postsecondary"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "11-1011.03"
slug = "role-11-1011-03"
title = "Chief Sustainability Officers"
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 = "19-2042.00"
slug = "role-19-2042-00"
title = "Geoscientists, Except Hydrologists and Geographers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "15-2041.00"
slug = "role-15-2041-00"
title = "Statisticians"
tier = "Primary-Long"

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

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

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

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

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

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

[[studyPrograms]]
title = "Agriculture, Agriculture Operations, and Related Sciences"
slug = "agriculture-agriculture-operations-and-related-sciences"

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

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

[[studyPrograms]]
title = "Mathematics and Statistics"
slug = "mathematics-and-statistics"

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

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

[[studyPrograms]]
title = "Social Sciences"
slug = "social-sciences"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.43
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 1.403764
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 1.298786
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 1.330122
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
