entityType = "role"
schemaVersion = "role.v1"
slug = "role-19-1023-00"
socCode = "19-1023.00"
title = "Zoologists and Wildlife Biologists"
summary = "Study the origins, behavior, diseases, genetics, and life processes of animals and wildlife. May specialize in wildlife research and management. May collect and analyze biological data to determine the environmental effects of present and potential use of land and water habitats."
aliases = ["Conservation Biologist", "Fish and Wildlife Biologist", "Fisheries Biologist", "Wildlife Biologist", "Aquatic Biologist", "Fisheries and Wildlife Biological Scientist", "Forest Wildlife Biologist", "Habitat Biologist", "Wildlife Refuge Specialist", "Zoologist", "Animal Behaviorist", "Animal Biologist"]

[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 = 57.21

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 39.98

[[preparation.educationDistribution]]
label = "Post-Doctoral Training"
percentage = 2.8

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

[market]
medianWage = 72860
meanWage = 77920
pct10Wage = 48240
pct25Wage = 58360
pct75Wage = 90590
pct90Wage = 113350
employment = 16920
areaTitle = "U.S."

[industries]
count = 6

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 2550
medianWage = 74270
lq = 2.16

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 1250
medianWage = 58720
lq = 2.57

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 610
medianWage = 67040
lq = 0.41

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 460
medianWage = 48310
lq = 1.59

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 320
medianWage = 86270
lq = 2.52

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
medianWage = 66680

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 1250
lq = 2.57

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 320
lq = 2.52

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 2550
lq = 2.16

[[industries.concentrated]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 460
lq = 1.59

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 610
lq = 0.41

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

[aiOutlook.index]
value = 65
percentile = 64
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 57
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 66
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 72
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.3
percentile = 39
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 = 0.09523809523809523
beta = 0.45238095238095233
gamma = 0.8095238095238095

[aiOutlook.bls]
growthPercent = 1.6
growthPercentile = 37
direction = "About average"
annualOpeningsThousands = 1.4
annualOpeningsPercentile = 21
employment2024Thousands = 18.2
employment2034Thousands = 18.5

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.3175953
percentile = 57
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 = 0.8095238095238095
percentile = 66
band = "Moderate"
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 = 0.21204155473338915
percentile = 72
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 = "Analyze characteristics of animals to identify and classify them."
usagePercent = 0.03153129095473051
importance = 3.49

[[aiOutlook.usageTasks]]
task = "Disseminate information by writing reports and scientific papers or journal articles, and by making presentations and giving talks for schools, clubs, interest groups and park interpretive programs."
usagePercent = 0.004519142677550953
importance = 3.59

[[aiOutlook.usageTasks]]
task = "Inform and respond to public regarding wildlife and conservation issues, such as plant identification, hunting ordinances, and nuisance wildlife."
usagePercent = 0.002773110279406267
importance = 3.75

[[aiOutlook.usageTasks]]
task = "Prepare collections of preserved specimens or microscopic slides for species identification and study of development or disease."
usagePercent = 0.0019514479743970028
importance = 3.08

[[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 = 2
taskCount = 4
totalSample = 342
autonomyMedian = 4
dominantCollaboration = "learning"
automationShare = 41.61
augmentationShare = 55.7
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "learning"
percent = 37.58

[[aiPlaybook.collaboration]]
label = "directive"
percent = 28.52

[[aiPlaybook.collaboration]]
label = "feedback loop"
percent = 13.09

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 10.4

[[aiPlaybook.collaboration]]
label = "validation"
percent = 7.72

[[aiPlaybook.useCase]]
label = "personal"
percent = 82.21

[[aiPlaybook.useCase]]
label = "coursework"
percent = 12.42

[[aiPlaybook.delegatedTasks]]
task = "Analyze characteristics of animals to identify and classify them."
usagePercent = 0.025003125390673835
collaboration = "directive"
autonomyMedian = 4
sampleCount = 250

[[aiPlaybook.delegatedTasks]]
task = "Study characteristics of animals, such as origin, interrelationships, classification, life histories and diseases, development, genetics, and distribution."
usagePercent = 0.004800600075009376
collaboration = "learning"
autonomyMedian = 4
sampleCount = 48

[[aiPlaybook.boundaryTasks]]
task = "Study characteristics of animals, such as origin, interrelationships, classification, life histories and diseases, development, genetics, and distribution."
humanNeededPercent = 97.91666666666666
sampleCount = 48

[[aiPlaybook.boundaryTasks]]
task = "Analyze characteristics of animals to identify and classify them."
humanNeededPercent = 92.4
sampleCount = 250

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: analyze characteristics of animals to identify and classify them. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to study characteristics of animals, such as origin, interrelationships, classification, life histories and diseases, development, genetics, and distribution, then check my work as I try it myself."
collaboration = "learning"

[counts]
tasks = 14
skills = 41
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 = "bd99ea6e95973ce9"

[[tasks]]
text = "Inventory or estimate plant and wildlife populations."
type = "Core"
iwa = "4.A.1.a.2.i"

[[tasks]]
text = "Develop, or make recommendations on, management systems and plans for wildlife populations and habitat, consulting with stakeholders and the public at large to explore options."
type = "Core"
iwa = "4.A.4.b.6.c"

[[tasks]]
text = "Inform and respond to public regarding wildlife and conservation issues, such as plant identification, hunting ordinances, and nuisance wildlife."
type = "Core"
iwa = "4.A.4.a.2.a"

[[tasks]]
text = "Organize and conduct experimental studies with live animals in controlled or natural surroundings."
type = "Supplemental"
iwa = "4.A.2.b.2.s"

[[tasks]]
text = "Study animals in their natural habitats, assessing effects of environment and industry on animals, interpreting findings and recommending alternative operating conditions for industry."
type = "Core"
iwa = "4.A.1.a.1.j"

[[tasks]]
text = "Disseminate information by writing reports and scientific papers or journal articles, and by making presentations and giving talks for schools, clubs, interest groups and park interpretive programs."
type = "Core"
iwa = "4.A.3.b.6.c"

[[tasks]]
text = "Study characteristics of animals, such as origin, interrelationships, classification, life histories, diseases, development, genetics, and distribution."
type = "Core"
iwa = "4.A.1.a.1.p"

[[tasks]]
text = "Perform administrative duties, such as fundraising, public relations, budgeting, and supervision of zoo staff."
type = "Core"
iwa = "4.A.2.b.1.i"

[[tasks]]
text = "Analyze characteristics of animals to identify and classify them."
type = "Core"
iwa = "4.A.1.a.1.p"

[[tasks]]
text = "Check for, and ensure compliance with, environmental laws, and notify law enforcement when violations are identified."
type = "Core"
iwa = "4.A.2.a.3.b"

[[tasks]]
text = "Coordinate preventive programs to control the outbreak of wildlife diseases."
type = "Supplemental"
iwa = "4.A.4.b.1.g"

[[tasks]]
text = "Conduct literature reviews."
type = "Core"
iwa = "4.A.2.b.3.a"

[[emergingTasks]]
text = "Use advanced technologies, such as GIS, remote sensing, and drone technology, for wildlife tracking, habitat mapping, and population studies."

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

[[activities]]
name = "Measure environmental characteristics."
iwa = "4.A.1.a.2.i"

[[activities]]
name = "Examine characteristics or behavior of living organisms."
iwa = "4.A.1.a.1.p"

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

[[activities]]
name = "Research genetic characteristics or expression."
iwa = "4.A.1.a.1.p"

[[activities]]
name = "Research diseases or parasites."
iwa = "4.A.1.a.1.p"

[[activities]]
name = "Implement advertising or marketing initiatives."
iwa = "4.A.2.b.1.i"

[[activities]]
name = "Supervise employees."
iwa = "4.A.4.b.4.a"

[[activities]]
name = "Direct fundraising or financing activities."
iwa = "4.A.4.b.4.h"

[[activities]]
name = "Manage organizational or project budgets."
iwa = "4.A.4.b.4.h"

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

[[activities]]
name = "Coordinate safety or regulatory compliance activities."
iwa = "4.A.4.b.1.g"

[[activities]]
name = "Prepare biological samples for testing or analysis."
iwa = "4.A.3.a.2.au"

[[activities]]
name = "Analyze biological samples."
iwa = "4.A.2.a.4.j"

[[activities]]
name = "Collect biological specimens."
iwa = "4.A.3.a.2.al"

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

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

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

[[activities]]
name = "Review professional literature to maintain professional knowledge."
iwa = "4.A.2.b.3.a"

[[capabilities]]
name = "Biology"
family = "knowledge"
value = 4.81

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

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

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

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 4

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_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 = "Deductive Reasoning"
family = "ability"
value = 4

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

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

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.77

[[capabilities]]
name = "Coordination"
family = "transferable_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 Clarity"
family = "ability"
value = 3.75

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.73

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.62

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.62

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.5

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.5

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.41

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 3.38

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

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

[[capabilities]]
name = "Geography"
family = "knowledge"
value = 3.37

[[capabilities]]
name = "Law and Government"
family = "knowledge"
value = 3.31

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.3

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

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

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

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3.25

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

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

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

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

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

[[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 = "Complex Problem Solving"
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 = "Information Ordering"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Project Management Software"
type = "Specialized Skill"

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

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

[[skills]]
name = "Equipment Selection"
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 Outlook"
category = "Electronic mail software"
hot = true
inDemand = true

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

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

[[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 Project"
category = "Project management 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 = "Salesforce software"
category = "Customer relationship management CRM software"
hot = true
inDemand = false

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

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

[[tools]]
example = "Corel WordPerfect Office Suite"
category = "Office suite software"
hot = false
inDemand = false

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

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

[[tools]]
example = "ESRI ArcView"
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 = "HATPRO"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "IBM Lotus 1-2-3"
category = "Spreadsheet software"
hot = false
inDemand = false

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

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

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

[[workContext]]
name = "E-Mail"
value = 4.92

[[workContext]]
name = "Telephone Conversations"
value = 4.59

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.52

[[workContext]]
name = "Contact With Others"
value = 4.36

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.34

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.3

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.23

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 4.17

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.14

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.12

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.91

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.89

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.82

[[workContext]]
name = "Frequency of Decision Making"
value = 3.73

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.7

[[workContext]]
name = "Spend Time Sitting"
value = 3.62

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 3.58

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.46

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 3.39

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

[[workContext]]
name = "Physical Proximity"
value = 3.25

[[workContext]]
name = "Level of Competition"
value = 3.11

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3.02

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 3.01

[[workContext]]
name = "Written Letters and Memos"
value = 2.93

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.93

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.91

[[workContext]]
name = "Consequence of Error"
value = 2.87

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 2.77

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.74

[[workContext]]
name = "Outdoors, Under Cover"
value = 2.67

[[workContext]]
name = "Spend Time Standing"
value = 2.63

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.62

[[workContext]]
name = "In an Open Vehicle or Operating Equipment"
value = 2.58

[[workContext]]
name = "Conflict Situations"
value = 2.47

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.4

[[workContext]]
name = "Public Speaking"
value = 2.36

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 2.3

[[workContext]]
name = "Exposed to Contaminants"
value = 2.29

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

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 6.99

[[personFit]]
name = "Life Science"
family = "specific_interest_area"
value = 6.81

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

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.43

[[personFit]]
name = "Dependability"
family = "work_style"
value = 5

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 4

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 3.98

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 3.7

[[personFit]]
name = "Animal Service"
family = "specific_interest_area"
value = 3.48

[[personFit]]
name = "Public Speaking"
family = "specific_interest_area"
value = 3.24

[[personFit]]
name = "Agriculture"
family = "specific_interest_area"
value = 3.16

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

[[personFit]]
name = "Medical Science"
family = "specific_interest_area"
value = 2.89

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 2.66

[[personFit]]
name = "Intellectual Curiosity"
family = "work_style"
value = 2.63

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 2.61

[[relatedRoles]]
socCode = "19-1029.04"
slug = "role-19-1029-04"
title = "Biologists"
tier = "Primary-Short"

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

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

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

[[relatedRoles]]
socCode = "33-3031.00"
slug = "role-33-3031-00"
title = "Fish and Game Wardens"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "19-1013.00"
slug = "role-19-1013-00"
title = "Soil and Plant Scientists"
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 = "19-1011.00"
slug = "role-19-1011-00"
title = "Animal Scientists"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "19-4021.00"
slug = "role-19-4021-00"
title = "Biological Technicians"
tier = "Supplemental"

[[relatedRoles]]
socCode = "25-1043.00"
slug = "role-25-1043-00"
title = "Forestry and Conservation Science Teachers, Postsecondary"
tier = "Supplemental"

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

[[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 = 0.3
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.3175953
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.3152029
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.3266713
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
