entityType = "role"
schemaVersion = "role.v1"
slug = "role-19-1029-04"
socCode = "19-1029.04"
title = "Biologists"
summary = "Research or study basic principles of plant and animal life, such as origin, relationship, development, anatomy, and functions."
aliases = ["Biologist", "Botanist", "Fisheries and Wildlife Biologist", "Scientist", "Aquatic Biologist", "Biological Scientist", "Fisheries Biologist", "Marine Biologist", "Research Biologist", "Research Scientist", "Aquatic Scientist", "Bioanalytical Scientist"]

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

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 54.99

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 23.4

[[preparation.educationDistribution]]
label = "Post-Doctoral Training"
percentage = 21.61

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

[market]
medianWage = 93330
meanWage = 100440
pct10Wage = 54500
pct25Wage = 67950
pct75Wage = 121350
pct90Wage = 159780
employment = 59710
areaTitle = "U.S."

[industries]
count = 15

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 21620
medianWage = 97840
lq = 5.18

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 5590
medianWage = 63290
lq = 1.06

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 4180
medianWage = 108160
lq = 0.85

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 2440
medianWage = 91830
lq = 0.27

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 1200
medianWage = 103890
lq = 0.51

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 900
medianWage = 92020
lq = 0.26

[[industries.top]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 880
medianWage = 61800
lq = 13.34

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 800
medianWage = 85560
lq = 1.79

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 660
medianWage = 82570
lq = 0.64

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 550
medianWage = 122580
lq = 0.51

[[industries.top]]
naics = "541720"
slug = "541720"
title = "Research and Development in the Social Sciences and Humanities"
level = "National industry"
employment = 220
medianWage = 98890
lq = 9.35

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 200
medianWage = 64090
lq = 0.12

[[industries.concentrated]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 880
lq = 13.34

[[industries.concentrated]]
naics = "541720"
slug = "541720"
title = "Research and Development in the Social Sciences and Humanities"
level = "National industry"
employment = 220
lq = 9.35

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 21620
lq = 5.18

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 800
lq = 1.79

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 5590
lq = 1.06

[[industries.concentrated]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
employment = 140
lq = 0.85

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 4180
lq = 0.85

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 660
lq = 0.64

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

[aiOutlook.index]
value = 70
percentile = 70
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 74
source = "felten_aioe"

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

[[aiOutlook.index.components]]
percentile = 77
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.015
percentile = 11
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 = 0.20588235294117646
beta = 0.4852941176470588
gamma = 0.7647058823529411

[aiOutlook.bls]
growthPercent = 1.2
growthPercentile = 33
direction = "About average"
annualOpeningsThousands = 4.8
annualOpeningsPercentile = 48
employment2024Thousands = 63.7
employment2034Thousands = 64.5

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 1.010193
percentile = 74
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 = 0.7647058823529411
percentile = 60
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 = 0.2403715887208747
percentile = 77
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 = "Study basic principles of plant and animal life, such as origin, relationship, development, anatomy, and function."
usagePercent = 0.06922504919703051
importance = 3.97

[[aiOutlook.usageTasks]]
task = "Study aquatic plants and animals and environmental conditions affecting them, such as radioactivity or pollution."
usagePercent = 0.02393091463339482
importance = 3.84

[[aiOutlook.usageTasks]]
task = "Teach or supervise students and perform research at universities and colleges."
usagePercent = 0.005340804982560217
importance = 3.62

[[aiOutlook.usageTasks]]
task = "Study reactions of plants, animals, and marine species to parasites."
usagePercent = 0.002773110279406267
importance = 2.67

[[aiOutlook.usageTasks]]
task = "Program and use computers to store, process, and analyze data."
usagePercent = 0.002464986915027793
importance = 4.1

[[aiOutlook.usageTasks]]
task = "Collect and analyze biological data about relationships among and between organisms and their environment."
usagePercent = 0.002464986915027793
importance = 3.89

[[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 = 22
skills = 43
capabilities = 120
tools = 56
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "41959856ba1ae416"

[[tasks]]
text = "Research environmental effects of present and potential uses of land and water areas, determining methods of improving environmental conditions or such outputs as crop yields."
type = "Supplemental"
iwa = "4.A.1.a.1.j"

[[tasks]]
text = "Program and use computers to store, process, and analyze data."
type = "Core"
iwa = "4.A.2.a.4.d"

[[tasks]]
text = "Prepare technical and research reports, such as environmental impact reports, and communicate the results to individuals in industry, government, or the general public."
type = "Core"
iwa = "4.A.3.b.6.c"

[[tasks]]
text = "Supervise biological technicians and technologists and other scientists."
type = "Core"
iwa = "4.A.4.b.4.a"

[[tasks]]
text = "Develop and maintain liaisons and effective working relations with groups and individuals, agencies, and the public to encourage cooperative management strategies or to develop information and interpret findings."
type = "Core"
iwa = "4.A.4.a.4.a"

[[tasks]]
text = "Identify, classify, and study structure, behavior, ecology, physiology, nutrition, culture, and distribution of plant and animal species."
type = "Core"
iwa = "4.A.1.a.1.p"

[[tasks]]
text = "Study basic principles of plant and animal life, such as origin, relationship, development, anatomy, and function."
type = "Core"
iwa = "4.A.1.a.1.p"

[[tasks]]
text = "Collect and analyze biological data about relationships among and between organisms and their environment."
type = "Core"
iwa = "4.A.1.a.1.p"

[[tasks]]
text = "Review reports and proposals, such as those relating to land use classifications and recreational development, for accuracy, adequacy, or adherence to policies, regulations, or scientific standards."
type = "Core"
iwa = "4.A.2.a.3.a"

[[tasks]]
text = "Study aquatic plants and animals and environmental conditions affecting them, such as radioactivity or pollution."
type = "Supplemental"
iwa = "4.A.1.a.1.j"

[[tasks]]
text = "Study and manage wild animal populations."
type = "Supplemental"
iwa = "4.A.1.a.1.p"

[[tasks]]
text = "Write grant proposals to obtain funding for biological research."
type = "Core"
iwa = "4.A.3.b.6.g"

[[emergingTasks]]
text = "Inventory and order lab supplies."

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

[[activities]]
name = "Analyze data to identify trends or relationships among variables."
iwa = "4.A.2.a.4.d"

[[activities]]
name = "Write computer programming code."
iwa = "4.A.3.b.1.a"

[[activities]]
name = "Operate computers or computerized equipment."
iwa = "4.A.3.b.1.e"

[[activities]]
name = "Conduct research of processes in natural or industrial ecosystems."
iwa = "4.A.1.a.1.p"

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

[[activities]]
name = "Identify environmental concerns."
iwa = "4.A.1.a.1.j"

[[activities]]
name = "Research topics in area of expertise."
iwa = "4.A.2.b.3.a"

[[activities]]
name = "Provide technical information or assistance to public."
iwa = "4.A.4.a.3.b"

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

[[activities]]
name = "Classify organisms based on their characteristics or behavior."
iwa = "4.A.1.a.1.p"

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

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

[[activities]]
name = "Analyze chemical compounds or substances."
iwa = "4.A.2.a.4.j"

[[activities]]
name = "Instruct college students in physical or life sciences."
iwa = "4.A.4.b.3.b"

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

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

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

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

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

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

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

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

[[activities]]
name = "Develop safety standards, policies, or procedures."
iwa = "4.A.2.b.2.e"

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

[[capabilities]]
name = "Biology"
family = "knowledge"
value = 5

[[capabilities]]
name = "Science"
family = "essential_skill"
value = 4.62

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 4.18

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 4.12

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

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

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

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 4.12

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.1

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

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 4

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 4

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 4

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

[[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 = "Mathematical Reasoning"
family = "ability"
value = 3.88

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

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

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.75

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

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.62

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.59

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.41

[[capabilities]]
name = "Chemistry"
family = "knowledge"
value = 3.39

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3.25

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.24

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3.18

[[capabilities]]
name = "Learning Strategies"
family = "essential_skill"
value = 3.12

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

[[capabilities]]
name = "Number Facility"
family = "ability"
value = 3.12

[[capabilities]]
name = "Far Vision"
family = "ability"
value = 3.12

[[capabilities]]
name = "Communications and Media"
family = "knowledge"
value = 3.01

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Presentation 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 = "Python"
category = "Object or component oriented development software"
hot = true
inDemand = true

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

[[tools]]
example = "Adobe Photoshop"
category = "Graphics or photo imaging 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 = "Linux"
category = "Operating system software"
hot = true
inDemand = false

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

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

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

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

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

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

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

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

[[tools]]
example = "Agilent Technologies GeneSpring GX"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Basic Local Alignment Search Tool BLAST"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

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

[[tools]]
example = "Blue Tractor Software DNADynamo"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "Deoxyribonucleic acid DNA sequence analysis software"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

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

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

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

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

[[tools]]
example = "Gene Codes Sequencher"
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 = "Ingenuity Systems Ingenuity Pathways Analysis"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "Joint Prediction of Operons JPOP"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "Meyer Instruments Optimas"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

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

[[tools]]
example = "National Instruments LabVIEW"
category = "Development environment software"
hot = false
inDemand = false

[[tools]]
example = "Partek Incorporated Partek Genomics Suite"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[workContext]]
name = "E-Mail"
value = 4.97

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.57

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.49

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.42

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.37

[[workContext]]
name = "Level of Competition"
value = 4.05

[[workContext]]
name = "Contact With Others"
value = 4

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.82

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.78

[[workContext]]
name = "Telephone Conversations"
value = 3.77

[[workContext]]
name = "Spend Time Sitting"
value = 3.69

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.66

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.59

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.53

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 3.46

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.41

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 3.3

[[workContext]]
name = "Time Pressure"
value = 3.29

[[workContext]]
name = "Physical Proximity"
value = 3.19

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.19

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.11

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.09

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.01

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 2.99

[[workContext]]
name = "Frequency of Decision Making"
value = 2.97

[[workContext]]
name = "Consequence of Error"
value = 2.76

[[workContext]]
name = "Public Speaking"
value = 2.67

[[workContext]]
name = "Written Letters and Memos"
value = 2.64

[[workContext]]
name = "Exposed to Contaminants"
value = 2.64

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.55

[[workContext]]
name = "Spend Time Standing"
value = 2.55

[[workContext]]
name = "Conflict Situations"
value = 2.53

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 2.45

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.4

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.34

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.3

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.15

[[workContext]]
name = "In an Open Vehicle or Operating Equipment"
value = 2.12

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.11

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.06

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

[[personFit]]
name = "Life Science"
family = "specific_interest_area"
value = 6.86

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

[[personFit]]
name = "Nature/Outdoors"
family = "specific_interest_area"
value = 4.92

[[personFit]]
name = "Medical Science"
family = "specific_interest_area"
value = 4.69

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.45

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 4.25

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

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

[[personFit]]
name = "Public Speaking"
family = "specific_interest_area"
value = 3.06

[[personFit]]
name = "Intellectual Curiosity"
family = "work_style"
value = 3

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

[[personFit]]
name = "Animal Service"
family = "specific_interest_area"
value = 2.88

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 2.76

[[personFit]]
name = "Agriculture"
family = "specific_interest_area"
value = 2.76

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

[[relatedRoles]]
socCode = "19-1029.02"
slug = "role-19-1029-02"
title = "Molecular and Cellular Biologists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "19-1023.00"
slug = "role-19-1023-00"
title = "Zoologists and Wildlife Biologists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "19-1029.03"
slug = "role-19-1029-03"
title = "Geneticists"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "19-1022.00"
slug = "role-19-1022-00"
title = "Microbiologists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "19-1021.00"
slug = "role-19-1021-00"
title = "Biochemists and Biophysicists"
tier = "Primary-Long"

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

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

[[relatedRoles]]
socCode = "11-9121.00"
slug = "role-11-9121-00"
title = "Natural Sciences Managers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "19-2042.00"
slug = "role-19-2042-00"
title = "Geoscientists, Except Hydrologists and Geographers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "19-1029.01"
slug = "role-19-1029-01"
title = "Bioinformatics Scientists"
tier = "Supplemental"

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

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

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

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

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

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

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

[[studyPrograms]]
title = "Psychology"
slug = "psychology"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.015
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 1.010193
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 1.285429
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.8829154
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
