entityType = "role"
schemaVersion = "role.v1"
slug = "role-19-2041-02"
socCode = "19-2041.02"
title = "Environmental Restoration Planners"
summary = "Collaborate with field and biology staff to oversee the implementation of restoration projects and to develop new products. Process and synthesize complex scientific data into practical strategies for restoration, monitoring or management."
aliases = ["Coastal and Estuary Specialist", "Habitat Restoration Specialist", "Marine Habitat Resources Specialist", "Restoration Ecologist", "Fisheries Habitat Restoration Specialist", "Restoration Specialist", "Watershed Coordinator", "Conservation Planner", "Environmental Planner", "Environmental Planning Engineer", "Environmental Restoration Planner", "Habitat Conservation Planner"]
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 = "Bachelor's Degree"
percentage = 50

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 40.91

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

[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 = 74
percentile = 75
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

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

[[aiOutlook.index.components]]
percentile = 87
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 = 0.08695652173913043
beta = 0.5217391304347826
gamma = 0.9565217391304348

[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 = 0.9565217391304348
percentile = 87
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 = "Develop environmental management or restoration plans for sites with power transmission lines, natural gas pipelines, fuel refineries, geothermal plants, wind farms, or solar farms."
usagePercent = 0.006265175075695639
importance = 3

[[aiOutlook.sources]]
source = "bls_employment_projections"
version = "2024-2034"

[[aiOutlook.sources]]
source = "dingel_neiman"
version = "dingel-neiman-workathome"

[[aiOutlook.sources]]
source = "felten_aioe"
version = "felten-raj-seamans-aioe"

[[aiOutlook.sources]]
source = "frey_osborne"
version = "frey-osborne-automation"

[[aiOutlook.sources]]
source = "microsoft_working_with_ai"
version = "working-with-ai"

[[aiOutlook.sources]]
source = "openai_gpts_are_gpts"
version = "gpts-are-gpts"

[counts]
tasks = 23
skills = 48
capabilities = 120
tools = 26
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "c56608cac96da7a7"

[[tasks]]
text = "Develop environmental restoration project schedules and budgets."
type = "Core"
iwa = "4.A.2.b.2.g"

[[tasks]]
text = "Provide technical direction on environmental planning to energy engineers, biologists, geologists, or other professionals working to develop restoration plans or strategies."
type = "Core"
iwa = "4.A.4.b.6.c"

[[tasks]]
text = "Create habitat management or restoration plans, such as native tree restoration and weed control."
type = "Core"
iwa = "4.A.2.b.2.g"

[[tasks]]
text = "Conduct site assessments to certify a habitat or to ascertain environmental damage or restoration needs."
type = "Core"
iwa = "4.A.1.a.2.i"

[[tasks]]
text = "Collect and analyze data to determine environmental conditions and restoration needs."
type = "Core"
iwa = "4.A.2.a.4.a"

[[tasks]]
text = "Supervise and provide technical guidance, training, or assistance to employees working in the field to restore habitats."
type = "Core"
iwa = "4.A.4.b.3.d"

[[tasks]]
text = "Plan environmental restoration projects, using biological databases, environmental strategies, and planning software."
type = "Core"
iwa = "4.A.2.b.2.g"

[[tasks]]
text = "Communicate findings of environmental studies or proposals for environmental remediation to other restoration professionals."
type = "Core"
iwa = "4.A.4.a.2.a"

[[tasks]]
text = "Apply for permits required for the implementation of environmental remediation projects."
type = "Core"
iwa = "4.A.3.b.6.m"

[[tasks]]
text = "Inspect active remediation sites to ensure compliance with environmental or safety policies, standards, or regulations."
type = "Core"
iwa = "4.A.2.a.3.b"

[[tasks]]
text = "Develop natural resource management plans, using knowledge of environmental planning or state and federal environmental regulatory requirements."
type = "Core"
iwa = "4.A.2.b.2.g"

[[tasks]]
text = "Identify environmental mitigation alternatives, ensuring compliance with applicable standards, laws, or regulations."
type = "Core"
iwa = "4.A.1.b.1.b"

[[activities]]
name = "Communicate with government agencies."
iwa = "4.A.4.b.1.c"

[[activities]]
name = "Plan natural resources conservation or restoration programs."
iwa = "4.A.2.b.2.g"

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

[[activities]]
name = "Create images or other visual displays."
iwa = "4.A.2.b.2.o"

[[activities]]
name = "Prepare documentation for permits or licenses."
iwa = "4.A.3.b.6.m"

[[activities]]
name = "Review environmental permits, plans, or reports."
iwa = "4.A.2.a.3.a"

[[activities]]
name = "Train personnel in technical or scientific procedures."
iwa = "4.A.4.b.3.d"

[[activities]]
name = "Supervise scientific or technical personnel."
iwa = "4.A.4.b.4.a"

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

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

[[activities]]
name = "Direct natural resources management or conservation programs."
iwa = "4.A.4.b.4.e"

[[activities]]
name = "Assess compliance with environmental laws."
iwa = "4.A.2.a.3.b"

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

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

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

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

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

[[activities]]
name = "Analyze environmental data."
iwa = "4.A.2.a.4.a"

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

[[activities]]
name = "Develop plans to manage natural or renewable resources."
iwa = "4.A.2.b.2.g"

[[activities]]
name = "Inspect condition of natural environments."
iwa = "4.A.1.a.2.i"

[[activities]]
name = "Write grant proposals."
iwa = "4.A.3.b.6.g"

[[activities]]
name = "Prepare proposals or grant applications to obtain project funding."
iwa = "4.A.3.b.6.g"

[[capabilities]]
name = "Biology"
family = "knowledge"
value = 4.73

[[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 = "Oral Expression"
family = "ability"
value = 4

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

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.95

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.88

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

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

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

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

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.88

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

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

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

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

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.75

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

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

[[capabilities]]
name = "Design"
family = "knowledge"
value = 3.73

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.64

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

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.62

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

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.5

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

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.5

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.45

[[capabilities]]
name = "Law and Government"
family = "knowledge"
value = 3.45

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3.41

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.38

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

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

[[capabilities]]
name = "Mathematical Reasoning"
family = "ability"
value = 3.38

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

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

[[capabilities]]
name = "Number Facility"
family = "ability"
value = 3.25

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Microsoft SharePoint"
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 = "Learning Strategies"
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 = "Instructing"
type = "Specialized Skill"

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

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

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

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

[[skills]]
name = "Microsoft Dynamics CRM"
type = "Specialized Skill"

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

[[skills]]
name = "HEC-RAS"
type = "Specialized Skill"

[[skills]]
name = "Email Software"
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 = "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 = "ESRI ArcGIS software"
category = "Geographic information system"
hot = true
inDemand = false

[[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 SharePoint"
category = "Document management software"
hot = true
inDemand = false

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

[[tools]]
example = "Email software"
category = "Electronic mail software"
hot = false
inDemand = false

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

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

[[tools]]
example = "HEC-RAS"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "IWR-PLAN"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Microsoft Dynamics"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "Microsoft Dynamics CRM"
category = "Customer relationship management CRM software"
hot = false
inDemand = false

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

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

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.67

[[workContext]]
name = "Telephone Conversations"
value = 4.64

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.64

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.38

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.36

[[workContext]]
name = "Contact With Others"
value = 4.18

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

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 3.64

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.59

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

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

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 3.5

[[workContext]]
name = "Spend Time Sitting"
value = 3.5

[[workContext]]
name = "Time Pressure"
value = 3.43

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.35

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

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.23

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.09

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3

[[workContext]]
name = "Conflict Situations"
value = 2.86

[[workContext]]
name = "Physical Proximity"
value = 2.86

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 2.82

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.77

[[workContext]]
name = "Frequency of Decision Making"
value = 2.77

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 2.68

[[workContext]]
name = "Spend Time Standing"
value = 2.64

[[workContext]]
name = "Public Speaking"
value = 2.59

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.55

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.32

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.32

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.32

[[workContext]]
name = "Consequence of Error"
value = 2.27

[[workContext]]
name = "Outdoors, Under Cover"
value = 2.18

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

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 2.14

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2

[[workContext]]
name = "In an Open Vehicle or Operating Equipment"
value = 1.95

[[workContext]]
name = "Exposed to Contaminants"
value = 1.82

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 1.81

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 6.25

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.31

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.13

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 3.63

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 2.24

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.12

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

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

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

[[relatedRoles]]
socCode = "19-1031.02"
slug = "role-19-1031-02"
title = "Range Managers"
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 = "11-9121.02"
slug = "role-11-9121-02"
title = "Water Resource Specialists"
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 = "11-1011.03"
slug = "role-11-1011-03"
title = "Chief Sustainability Officers"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "19-4044.00"
slug = "role-19-4044-00"
title = "Hydrologic Technicians"
tier = "Supplemental"

[[relatedRoles]]
socCode = "17-2051.02"
slug = "role-17-2051-02"
title = "Water/Wastewater Engineers"
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"
