entityType = "role"
schemaVersion = "role.v1"
slug = "role-19-1031-00"
socCode = "19-1031.00"
title = "Conservation Scientists"
summary = "Manage, improve, and protect natural resources to maximize their use without damaging the environment. May conduct soil surveys and develop plans to eliminate soil erosion or to protect rangelands. May instruct farmers, agricultural production managers, or ranchers in best ways to use crop rotation, contour plowing, or terracing to conserve soil and water; in the number and kind of livestock and forage plants best suited to particular ranges; and in range and farm improvements, such as fencing and reservoirs for stock watering."
aliases = ["Conservationist", "Land Resource Specialist", "Research Soil Scientist", "Resource Conservationist", "Environmental Analyst", "Environmental Quality Scientist", "Erosion Control Specialist", "Land Reclamation Specialist", "Resource Conservation Specialist", "Soil Conservationist", "Agricultural Consultant", "Agriculture Consultant"]
emergingTasks = []

[preparation]
jobZone = "4"
jobZoneName = "Job Zone Four: Considerable Preparation Needed"
education = "Most of these occupations require a four-year bachelor's degree, but some do not."
experience = "A considerable amount of work-related skill, knowledge, or experience is needed for these occupations. For example, an accountant must complete four years of college and work for several years in accounting to be considered qualified."
svpRange = "(7.0 to < 8.0)"

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 69.57

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

[[preparation.educationDistribution]]
label = "Post-Baccalaureate Certificate"
percentage = 8.7

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

[[preparation.educationDistribution]]
label = "Doctoral Degree"
percentage = 4.35

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

[market]
medianWage = 67950
meanWage = 74310
pct10Wage = 45260
pct25Wage = 53190
pct75Wage = 87980
pct90Wage = 107720
employment = 25590
areaTitle = "U.S."

[industries]
count = 8

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 5250
medianWage = 62940
lq = 7.15

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 1170
medianWage = 72010
lq = 0.65

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 830
medianWage = 64110
lq = 0.37

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 330
medianWage = 49980
lq = 0.75

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 270
medianWage = 76020
lq = 1.41

[[industries.top]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 90
medianWage = 66330

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 50
medianWage = 76990

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
medianWage = 77590

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 5250
lq = 7.15

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 270
lq = 1.41

[[industries.concentrated]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 330
lq = 0.75

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 1170
lq = 0.65

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 830
lq = 0.37

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

[aiOutlook.index]
value = 58
percentile = 57
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 50
source = "felten_aioe"

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

[[aiOutlook.index.components]]
percentile = 52
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.016
percentile = 12
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
beta = 0.4322033898305085
gamma = 0.864406779661017

[aiOutlook.bls]
growthPercent = 3.4
growthPercentile = 57
direction = "About average"
annualOpeningsThousands = 2.5
annualOpeningsPercentile = 33
employment2024Thousands = 28.5
employment2034Thousands = 29.5

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.0690313
percentile = 50
band = "Moderate"
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 = 0.864406779661017
percentile = 73
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 = 0.15526627489667028
percentile = 52
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 = "Identify or recommend integrated weed and pest management (IPM) strategies, such as resistant plants, cultural or behavioral controls, soil amendments, insects, natural enemies, barriers, or pesticides."
usagePercent = 0.006573298440074114
importance = 3.44

[[aiOutlook.usageTasks]]
task = "Review grant applications or make funding recommendations."
usagePercent = 0.006265175075695639
importance = 3.41

[[aiOutlook.usageTasks]]
task = "Conduct fact-finding or mediation sessions among government units, landowners, or other agencies to resolve disputes."
usagePercent = 0.002567694703153951
importance = 3.28

[[aiOutlook.usageTasks]]
task = "Plan soil management or conservation practices, such as crop rotation, reforestation, permanent vegetation, contour plowing, or terracing, to maintain soil or conserve water."
usagePercent = 0.0016433246100185286
importance = 4.42

[[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 = 30
skills = 41
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 = "988969903acb7699"

[[tasks]]
text = "Apply principles of specialized fields of science, such as agronomy, soil science, forestry, or agriculture, to achieve conservation objectives."
type = "Core"
iwa = "4.A.2.b.2.m"

[[tasks]]
text = "Plan soil management or conservation practices, such as crop rotation, reforestation, permanent vegetation, contour plowing, or terracing, to maintain soil or conserve water."
type = "Core"
iwa = "4.A.2.b.2.g"

[[tasks]]
text = "Monitor projects during or after construction to ensure projects conform to design specifications."
type = "Core"
iwa = "4.A.1.a.2.b"

[[tasks]]
text = "Implement soil or water management techniques, such as nutrient management, erosion control, buffers, or filter strips, in accordance with conservation plans."
type = "Core"
iwa = "4.A.2.b.2.g"

[[tasks]]
text = "Advise land users, such as farmers or ranchers, on plans, problems, or alternative conservation solutions."
type = "Core"
iwa = "4.A.4.b.6.c"

[[tasks]]
text = "Compute design specifications for implementation of conservation practices, using survey or field information, technical guides or engineering manuals."
type = "Core"
iwa = "4.A.3.b.2.a"

[[tasks]]
text = "Gather information from geographic information systems (GIS) databases or applications to formulate land use recommendations."
type = "Core"
iwa = "4.A.3.a.2.al"

[[tasks]]
text = "Participate on work teams to plan, develop, or implement programs or policies for improving environmental habitats, wetlands, or groundwater or soil resources."
type = "Core"
iwa = "4.A.2.b.2.g"

[[tasks]]
text = "Compute cost estimates of different conservation practices, based on needs of land users, maintenance requirements, or life expectancy of practices."
type = "Core"
iwa = "4.A.1.b.3.b"

[[tasks]]
text = "Develop or maintain working relationships with local government staff or board members."
type = "Core"
iwa = "4.A.4.a.4.a"

[[tasks]]
text = "Revisit land users to view implemented land use practices or plans."
type = "Core"
iwa = "4.A.1.a.2.i"

[[tasks]]
text = "Visit areas affected by erosion problems to identify causes or determine solutions."
type = "Core"
iwa = "4.A.1.a.2.i"

[[activities]]
name = "Develop plans to manage natural or renewable resources."
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 = "Monitor operational procedures in technical environments to ensure conformance to standards."
iwa = "4.A.1.a.2.b"

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

[[activities]]
name = "Develop collaborative relationships between departments or with external organizations."
iwa = "4.A.4.a.4.a"

[[activities]]
name = "Apply knowledge or research findings to address environmental problems."
iwa = "4.A.2.b.2.m"

[[activities]]
name = "Collect geographical or geological field data."
iwa = "4.A.3.a.2.al"

[[activities]]
name = "Determine design criteria or specifications."
iwa = "4.A.3.b.2.a"

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

[[activities]]
name = "Mediate disputes."
iwa = "4.A.4.a.7.a"

[[activities]]
name = "Communicate with the public on environmental issues."
iwa = "4.A.4.a.2.a"

[[activities]]
name = "Estimate green project costs."
iwa = "4.A.1.b.3.b"

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

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

[[activities]]
name = "Research sustainable agricultural processes or practices."
iwa = "4.A.1.a.1.m"

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

[[activities]]
name = "Review plans or proposals for environmental conservation."
iwa = "4.A.2.a.3.a"

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

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

[[activities]]
name = "Record research or operational data."
iwa = "4.A.3.b.6.h"

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

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

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

[[activities]]
name = "Create maps."
iwa = "4.A.2.b.2.o"

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.26

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 4.12

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

[[capabilities]]
name = "Biology"
family = "knowledge"
value = 3.91

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

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

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

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

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

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

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.74

[[capabilities]]
name = "Geography"
family = "knowledge"
value = 3.74

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.62

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.57

[[capabilities]]
name = "Chemistry"
family = "knowledge"
value = 3.52

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

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

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.5

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.5

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.5

[[capabilities]]
name = "Law and Government"
family = "knowledge"
value = 3.48

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.39

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

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3.38

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.38

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

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3.3

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.26

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

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

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

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Time Management"
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 = "Mathematical Reasoning"
family = "ability"
value = 3.25

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

[[capabilities]]
name = "Mathematics"
family = "essential_skill"
value = 3.12

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Microsoft Active Server Pages ASP"
category = "Web platform development software"
hot = true
inDemand = false

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

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

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

[[tools]]
example = "Autodesk Maya"
category = "Graphics or photo imaging software"
hot = false
inDemand = false

[[tools]]
example = "Clover Technology GALENA"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

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

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

[[tools]]
example = "Delft GeoSystems MStab"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "ESRI ArcInfo"
category = "Geographic information system"
hot = false
inDemand = false

[[tools]]
example = "ESRI ArcView"
category = "Geographic information system"
hot = false
inDemand = false

[[tools]]
example = "GEO-SLOPE SEEP/W"
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 = "Geographic information system GIS systems"
category = "Geographic information system"
hot = false
inDemand = false

[[tools]]
example = "GFA2D"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

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

[[tools]]
example = "Interstudio Geo-Tec B"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Landscape Management System LMS"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Mitre Software GSLOPE"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Salix Applied Earthcare Erosion Draw"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "State Soil Geographic STATSGO Database"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "Studio of Analytical Models STANMOD"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "U.S. Department of Agriculture USDA WinSRM"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "USDA Forest Vegetation Simulator FVS"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Water resources databases"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "Water Soil and Hydro-Environmental Decision Support System WATERSHEDSS"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

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

[[workContext]]
name = "E-Mail"
value = 4.96

[[workContext]]
name = "Telephone Conversations"
value = 4.7

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.43

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.09

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 3.96

[[workContext]]
name = "Contact With Others"
value = 3.91

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.91

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.87

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 3.87

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.87

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.73

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.7

[[workContext]]
name = "Written Letters and Memos"
value = 3.68

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.61

[[workContext]]
name = "Time Pressure"
value = 3.3

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.18

[[workContext]]
name = "Spend Time Sitting"
value = 3.17

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3.13

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.13

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.09

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.04

[[workContext]]
name = "Frequency of Decision Making"
value = 3

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.96

[[workContext]]
name = "Physical Proximity"
value = 2.91

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 2.91

[[workContext]]
name = "Outdoors, Under Cover"
value = 2.78

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.65

[[workContext]]
name = "Level of Competition"
value = 2.65

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.61

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 2.52

[[workContext]]
name = "Spend Time Standing"
value = 2.52

[[workContext]]
name = "Public Speaking"
value = 2.5

[[workContext]]
name = "Consequence of Error"
value = 2.48

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.43

[[workContext]]
name = "Exposed to Contaminants"
value = 2.39

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.3

[[workContext]]
name = "In an Open Vehicle or Operating Equipment"
value = 2.3

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.26

[[workContext]]
name = "Conflict Situations"
value = 2.13

[[workContext]]
name = "Degree of Automation"
value = 2.09

[[personFit]]
name = "Nature/Outdoors"
family = "specific_interest_area"
value = 6.54

[[personFit]]
name = "Dependability"
family = "work_style"
value = 6

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 5.7

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.15

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 5

[[personFit]]
name = "Agriculture"
family = "specific_interest_area"
value = 4.78

[[personFit]]
name = "Life Science"
family = "specific_interest_area"
value = 4.39

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

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 3.98

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 3.77

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 3.16

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 3.09

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 3

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.87

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

[[personFit]]
name = "Public Speaking"
family = "specific_interest_area"
value = 2.68

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

[[relatedRoles]]
socCode = "19-1031.02"
slug = "role-19-1031-02"
title = "Range Managers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "19-2041.03"
slug = "role-19-2041-03"
title = "Industrial Ecologists"
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 = "19-1013.00"
slug = "role-19-1013-00"
title = "Soil and Plant Scientists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "11-9121.02"
slug = "role-11-9121-02"
title = "Water Resource Specialists"
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 = "19-2043.00"
slug = "role-19-2043-00"
title = "Hydrologists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "19-1032.00"
slug = "role-19-1032-00"
title = "Foresters"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "19-1031.03"
slug = "role-19-1031-03"
title = "Park Naturalists"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "19-4071.00"
slug = "role-19-4071-00"
title = "Forest and Conservation Technicians"
tier = "Supplemental"

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

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

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

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.016
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.0690313
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.243842
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.0744339
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
