entityType = "role"
schemaVersion = "role.v1"
slug = "role-19-1011-00"
socCode = "19-1011.00"
title = "Animal Scientists"
summary = "Conduct research in the genetics, nutrition, reproduction, growth, and development of domestic farm animals."
aliases = ["Animal Nutritionist", "Animal Scientist", "Beef Cattle Nutritionist", "Research Scientist", "Animal Nutrition Consultant", "Beef Cattle Specialist", "Companion Animal Nutritionist", "Dairy Nutrition Consultant", "Dairy Research Nutritionist", "Scientist", "Animal Anatomist", "Animal Behaviorist"]
emergingTasks = []

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

[[preparation.educationDistribution]]
label = "Doctoral Degree"
percentage = 43.48

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 21.74

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

[[preparation.educationDistribution]]
label = "Post-Doctoral Training"
percentage = 13.04

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

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 4.35

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

[market]
medianWage = 79120
meanWage = 104970
pct10Wage = 48440
pct25Wage = 59610
pct75Wage = 128450
pct90Wage = 235750
employment = 2470
areaTitle = "U.S."

[industries]
count = 8

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 810
medianWage = 79250
lq = 4.7

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 640
medianWage = 65190
lq = 2.93

[[industries.top]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
employment = 290
medianWage = 64940
lq = 42.76

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 250
medianWage = 119640
lq = 1.22

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 150
medianWage = 138030
lq = 1.55

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 70
medianWage = 124940

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 60
medianWage = 49350

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 50
medianWage = 82090

[[industries.concentrated]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
employment = 290
lq = 42.76

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 810
lq = 4.7

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 640
lq = 2.93

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 150
lq = 1.55

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 250
lq = 1.22

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

[aiOutlook.index]
value = 81
percentile = 85
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

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

[[aiOutlook.index.components]]
percentile = 84
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 83
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.061
percentile = 24
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 = 0.125
beta = 0.53125
gamma = 0.9375

[aiOutlook.bls]
growthPercent = 5.8
growthPercentile = 79
direction = "About average"
annualOpeningsThousands = 0.2
annualOpeningsPercentile = 2
employment2024Thousands = 2.8
employment2034Thousands = 2.9

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 1.041358
percentile = 77
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 = 0.9375
percentile = 84
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 = 0.26195305277407877
percentile = 83
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 nutritional requirements of animals and nutritive values of animal feed materials."
usagePercent = 0.004929973830055586
importance = 4.57

[[aiOutlook.usageTasks]]
task = "Advise producers about improved products and techniques that could enhance their animal production efforts."
usagePercent = 0.004724558253803269
importance = 4.36

[[aiOutlook.usageTasks]]
task = "Determine genetic composition of animal populations and heritability of traits, using principles of genetics."
usagePercent = 0.002156863550649319
importance = 3.21

[[aiOutlook.usageTasks]]
task = "Research and control animal selection and breeding practices to increase production efficiency and improve animal quality."
usagePercent = 0.0019514479743970028
importance = 3.67

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

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

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

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

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

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

[aiPlaybook]
trustedTaskCount = 1
taskCount = 3
totalSample = 80
autonomyMedian = 4
dominantCollaboration = "learning"
augmentationShare = 51.35
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "learning"
percent = 51.35

[[aiPlaybook.useCase]]
label = "personal"
percent = 40.54

[[aiPlaybook.delegatedTasks]]
task = "Study nutritional requirements of animals and nutritive values of animal feed materials."
usagePercent = 0.0037004625578197278
collaboration = "learning"
autonomyMedian = 4
sampleCount = 37

[[aiPlaybook.boundaryTasks]]
task = "Study nutritional requirements of animals and nutritive values of animal feed materials."
humanNeededPercent = 91.8918918918919
sampleCount = 37

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to study nutritional requirements of animals and nutritive values of animal feed materials, then check my work as I try it myself."
collaboration = "learning"

[counts]
tasks = 9
skills = 38
capabilities = 120
tools = 27
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "b6828bdbef71c406"

[[tasks]]
text = "Study nutritional requirements of animals and nutritive values of animal feed materials."
type = "Core"
iwa = "4.A.1.a.1.m"

[[tasks]]
text = "Write up or orally communicate research findings to the scientific community, producers, and the public."
type = "Core"
iwa = "4.A.3.b.6.c"

[[tasks]]
text = "Develop improved practices in feeding, housing, sanitation, or parasite and disease control of animals."
type = "Core"
iwa = "4.A.3.b.2.f"

[[tasks]]
text = "Advise producers about improved products and techniques that could enhance their animal production efforts."
type = "Core"
iwa = "4.A.4.b.6.e"

[[tasks]]
text = "Conduct research concerning animal nutrition, breeding, or management to improve products or processes."
type = "Core"
iwa = "4.A.1.a.1.m"

[[tasks]]
text = "Study effects of management practices, processing methods, feed, or environmental conditions on quality and quantity of animal products, such as eggs and milk."
type = "Core"
iwa = "4.A.1.a.1.m"

[[tasks]]
text = "Research and control animal selection and breeding practices to increase production efficiency and improve animal quality."
type = "Core"
iwa = "4.A.1.a.1.m"

[[tasks]]
text = "Determine genetic composition of animal populations and heritability of traits, using principles of genetics."
type = "Supplemental"
iwa = "4.A.1.a.1.p"

[[tasks]]
text = "Crossbreed animals with existing strains or cross strains to obtain new combinations of desirable characteristics."
type = "Supplemental"
iwa = "4.A.4.a.5.d"

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

[[activities]]
name = "Research livestock management methods."
iwa = "4.A.1.a.1.m"

[[activities]]
name = "Advise others on business or operational matters."
iwa = "4.A.4.b.6.e"

[[activities]]
name = "Advise others on ways to improve processes or products."
iwa = "4.A.4.b.6.e"

[[activities]]
name = "Develop agricultural methods."
iwa = "4.A.3.b.2.f"

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

[[activities]]
name = "Perform animal breeding procedures."
iwa = "4.A.4.a.5.d"

[[capabilities]]
name = "Biology"
family = "knowledge"
value = 4.64

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 4.13

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.09

[[capabilities]]
name = "Chemistry"
family = "knowledge"
value = 4.04

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

[[capabilities]]
name = "Science"
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 = "Problem Sensitivity"
family = "ability"
value = 4

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

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

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 4

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

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

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

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.88

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.88

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.88

[[capabilities]]
name = "Food Production"
family = "knowledge"
value = 3.83

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

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.75

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

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.45

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.39

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

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.35

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

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

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
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 = "Sales and Marketing"
family = "knowledge"
value = 3.13

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Microsoft Office software"
category = "Office suite 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 PeopleSoft"
category = "Enterprise resource planning ERP software"
hot = true
inDemand = false

[[tools]]
example = "SAS"
category = "Analytical or scientific 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 = "Tableau"
category = "Business intelligence and data analysis software"
hot = true
inDemand = false

[[tools]]
example = "Best Linear Unbiased Prediction BLUP"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

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

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

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

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

[[tools]]
example = "Domestic Animal Diversity Information Service DAD-IS"
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 = "FEEDLOT CALC"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Master Ration Calculator"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Nutrition Balance Analyzer NUTBAL"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Online Mendelian Inheritance in Animals OMIA"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "Oracle HRIS"
category = "Human resources software"
hot = false
inDemand = false

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

[[tools]]
example = "VSNi GenStat"
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 = 5

[[workContext]]
name = "Telephone Conversations"
value = 4.74

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.45

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.43

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.39

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.26

[[workContext]]
name = "Contact With Others"
value = 4.22

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.17

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.96

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.96

[[workContext]]
name = "Written Letters and Memos"
value = 3.91

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 3.83

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

[[workContext]]
name = "Time Pressure"
value = 3.65

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

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.57

[[workContext]]
name = "Level of Competition"
value = 3.57

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3.43

[[workContext]]
name = "Spend Time Sitting"
value = 3.43

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.39

[[workContext]]
name = "Outdoors, Under Cover"
value = 3.39

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.3

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 3.26

[[workContext]]
name = "Public Speaking"
value = 3.04

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.04

[[workContext]]
name = "Consequence of Error"
value = 2.96

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.96

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

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.91

[[workContext]]
name = "Exposed to Contaminants"
value = 2.91

[[workContext]]
name = "Spend Time Standing"
value = 2.73

[[workContext]]
name = "Conflict Situations"
value = 2.65

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 2.48

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.39

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.27

[[workContext]]
name = "Degree of Automation"
value = 2.26

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.13

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.09

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.09

[[workContext]]
name = "In an Open Vehicle or Operating Equipment"
value = 2.04

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 6.93

[[personFit]]
name = "Life Science"
family = "specific_interest_area"
value = 6.43

[[personFit]]
name = "Agriculture"
family = "specific_interest_area"
value = 5.31

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.24

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

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 4.13

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

[[personFit]]
name = "Medical Science"
family = "specific_interest_area"
value = 3.91

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 3.36

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

[[personFit]]
name = "Public Speaking"
family = "specific_interest_area"
value = 2.82

[[personFit]]
name = "Animal Service"
family = "specific_interest_area"
value = 2.57

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 2.4

[[personFit]]
name = "Innovation"
family = "work_style"
value = 2.33

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 2.31

[[personFit]]
name = "Nature/Outdoors"
family = "specific_interest_area"
value = 2.29

[[relatedRoles]]
socCode = "19-1012.00"
slug = "role-19-1012-00"
title = "Food Scientists and Technologists"
tier = "Primary-Short"

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

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

[[relatedRoles]]
socCode = "11-9013.00"
slug = "role-11-9013-00"
title = "Farmers, Ranchers, and Other Agricultural Managers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "29-1131.00"
slug = "role-29-1131-00"
title = "Veterinarians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "25-1041.00"
slug = "role-25-1041-00"
title = "Agricultural Sciences Teachers, Postsecondary"
tier = "Primary-Long"

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

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

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

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

[[relatedRoles]]
socCode = "45-2021.00"
slug = "role-45-2021-00"
title = "Animal Breeders"
tier = "Supplemental"

[[relatedRoles]]
socCode = "19-4012.00"
slug = "role-19-4012-00"
title = "Agricultural Technicians"
tier = "Supplemental"

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

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

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.061
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 1.041358
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 1.120173
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.9717278
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
