entityType = "role"
schemaVersion = "role.v1"
slug = "role-45-2021-00"
socCode = "45-2021.00"
title = "Animal Breeders"
summary = "Select and breed animals according to their genealogy, characteristics, and offspring. May require knowledge of artificial insemination techniques and equipment use. May involve keeping records on heats, birth intervals, or pedigree."
aliases = ["Animal Technician", "Artificial Insemination Technician (AI Technician)", "Breeder", "Dog Breeder", "Artificial Inseminator", "Large Herd Specialist", "Animal Breeder", "Animal Husbandman", "Animal Husbandry Technician", "Aviculturist", "Bee Breeder", "Canary Breeder"]
emergingTasks = []

[preparation]
jobZone = "2"
jobZoneName = "Job Zone 1-2: Very Little to Some Preparation Needed"
education = "Usually requires a high school diploma or GED, though some occupations may not."
experience = "Some occupations may need little or no previous experience; others require several months to a year of experience. For example, landscaping and groundskeeping workers might require very little training or previous experience, while agricultural equipment operators can benefit from on-the job training."
svpRange = "(Below 6.0)"

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 85.74

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 5.74

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 4.46

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 3.43

[[preparation.educationDistribution]]
label = "Post-Baccalaureate Certificate"
percentage = 0.63

[educationLevel]
category = "High school diploma or equivalent"
slug = "high-school-diploma-or-equivalent"

[market]
medianWage = 52000
meanWage = 56150
pct10Wage = 37130
pct25Wage = 43310
pct75Wage = 59630
pct90Wage = 89970
employment = 1730
areaTitle = "U.S."

[industries]
count = 5

[[industries.top]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
employment = 810
medianWage = 48670
lq = 170.52

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 130
medianWage = 49440
lq = 2.62

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 120
medianWage = 50240
lq = 0.84

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 30
medianWage = 38820

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
medianWage = 58240

[[industries.concentrated]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
employment = 810
lq = 170.52

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 130
lq = 2.62

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 120
lq = 0.84

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

[aiOutlook.index]
value = 34
percentile = 32
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 16
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 28
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 58
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.95
percentile = 89
band = "High"
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 = 0.09090909090909091
beta = 0.16666666666666669
gamma = 0.24242424242424243

[aiOutlook.bls]
growthPercent = 2.4
growthPercentile = 45
direction = "About average"
annualOpeningsThousands = 1.2
annualOpeningsPercentile = 18
employment2024Thousands = 7.9
employment2034Thousands = 8.1

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -1.044292
percentile = 16
band = "Low"
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 = 0.24242424242424243
percentile = 28
band = "Low"
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 = 0.16939534502704165
percentile = 58
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 = "Examine animals to detect symptoms of illness or injury."
usagePercent = 0.0020541557625231607
importance = 4.3

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

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

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

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

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

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

[counts]
tasks = 21
skills = 43
capabilities = 120
tools = 22
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "784239b6396ff861"

[[tasks]]
text = "Feed and water animals, and clean and disinfect pens, cages, yards, and hutches."
type = "Core"
iwa = "4.A.3.a.1.c"

[[tasks]]
text = "Observe animals in heat to detect approach of estrus and exercise animals to induce or hasten estrus, if necessary."
type = "Core"
iwa = "4.A.1.a.2.e"

[[tasks]]
text = "Place vaccines in drinking water, inject vaccines, or dust air with vaccine powder to protect animals from diseases."
type = "Supplemental"
iwa = "4.A.3.a.1.a"

[[tasks]]
text = "Treat minor injuries and ailments and contact veterinarians to obtain treatment for animals with serious illnesses or injuries."
type = "Core"
iwa = "4.A.4.a.2.c"

[[tasks]]
text = "Arrange for sale of animals and eggs to hospitals, research centers, pet shops, and food processing plants."
type = "Supplemental"
iwa = "4.A.4.a.6.b"

[[tasks]]
text = "Purchase and stock supplies of feed and medicines."
type = "Core"
iwa = "4.A.4.c.3.e"

[[tasks]]
text = "Bathe and groom animals."
type = "Supplemental"
iwa = "4.A.4.a.5.d"

[[tasks]]
text = "Select animals to be bred, and semen specimens to be used, according to knowledge of animals, genealogies, traits, and desired offspring characteristics."
type = "Core"
iwa = "4.A.4.a.5.d"

[[tasks]]
text = "Examine animals to detect symptoms of illness or injury."
type = "Core"
iwa = "4.A.1.b.2.i"

[[tasks]]
text = "Exercise animals to keep them in healthy condition."
type = "Supplemental"
iwa = "4.A.1.a.2.e"

[[tasks]]
text = "Adjust controls to maintain specific building temperatures required for animals' health and safety."
type = "Supplemental"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Build hutches, pens, and fenced yards."
type = "Core"
iwa = "4.A.3.a.2.a"

[[activities]]
name = "Purchase products or services."
iwa = "4.A.4.c.3.e"

[[activities]]
name = "Order medical supplies or equipment."
iwa = "4.A.4.c.3.e"

[[activities]]
name = "Care for animals."
iwa = "4.A.4.a.5.d"

[[activities]]
name = "Provide care for animals."
iwa = "4.A.4.a.5.d"

[[activities]]
name = "Monitor animal behavior or condition."
iwa = "4.A.1.a.2.e"

[[activities]]
name = "Clean equipment or facilities."
iwa = "4.A.3.a.1.c"

[[activities]]
name = "Examine animals to detect illness, injury or other problems."
iwa = "4.A.1.b.2.i"

[[activities]]
name = "Prepare materials or solutions for animal or plant use."
iwa = "4.A.3.a.1.a"

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

[[activities]]
name = "Communicate with other workers to coordinate activities."
iwa = "4.A.4.a.2.c"

[[activities]]
name = "Treat animal injuries or illnesses."
iwa = "4.A.4.a.5.l"

[[activities]]
name = "Maintain operational records."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Promote agricultural or hunting activities."
iwa = "4.A.4.a.6.c"

[[activities]]
name = "Build agricultural structures."
iwa = "4.A.3.a.2.a"

[[activities]]
name = "Record agricultural or forestry inventory data."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Sell agricultural products."
iwa = "4.A.4.a.6.b"

[[activities]]
name = "Adjust building climate control systems."
iwa = "4.A.3.a.2.i"

[[activities]]
name = "Mark agricultural or forestry products for identification."
iwa = "4.A.1.b.1.a"

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.17

[[capabilities]]
name = "Sales and Marketing"
family = "knowledge"
value = 3.93

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.53

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

[[capabilities]]
name = "Biology"
family = "knowledge"
value = 3.31

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.25

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.17

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.12

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.12

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.12

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.12

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3

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

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

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 3

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3

[[capabilities]]
name = "Finger Dexterity"
family = "ability"
value = 3

[[capabilities]]
name = "Multilimb Coordination"
family = "ability"
value = 3

[[capabilities]]
name = "Static Strength"
family = "ability"
value = 3

[[capabilities]]
name = "Trunk Strength"
family = "ability"
value = 3

[[capabilities]]
name = "Far Vision"
family = "ability"
value = 3

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 2.89

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 2.88

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 2.88

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 2.88

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 2.88

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 2.88

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 2.88

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 2.8

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 2.75

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 2.75

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 2.75

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 2.72

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Microsoft Internet Explorer"
type = "Common Skill"

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Adobe Creative Cloud software"
category = "Graphics or photo imaging software"
hot = true
inDemand = false

[[tools]]
example = "Adobe Illustrator"
category = "Graphics or photo imaging software"
hot = true
inDemand = false

[[tools]]
example = "Adobe InDesign"
category = "Desktop publishing software"
hot = true
inDemand = false

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

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

[[tools]]
example = "Microsoft SharePoint"
category = "Document management 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 = "Breedtrak"
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 = "KinTraks"
category = "Data base user interface and query software"
hot = false
inDemand = false

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

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

[[tools]]
example = "Respondus"
category = "Computer based training software"
hot = false
inDemand = false

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

[[tools]]
example = "VSN International GenStat"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "Winners Programs Uni-Stud"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.94

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.76

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 4.25

[[workContext]]
name = "Consequence of Error"
value = 3.67

[[workContext]]
name = "Outdoors, Under Cover"
value = 3.62

[[workContext]]
name = "Telephone Conversations"
value = 3.46

[[workContext]]
name = "Spend Time Standing"
value = 3.45

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.42

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.34

[[workContext]]
name = "Contact With Others"
value = 3.33

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.25

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 3.16

[[workContext]]
name = "Frequency of Decision Making"
value = 3.16

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 3.14

[[workContext]]
name = "Exposed to Contaminants"
value = 3.1

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3.08

[[workContext]]
name = "Level of Competition"
value = 3.06

[[workContext]]
name = "E-Mail"
value = 2.95

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 2.95

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 2.93

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.88

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.86

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.85

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.83

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 2.77

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.72

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.56

[[workContext]]
name = "In an Open Vehicle or Operating Equipment"
value = 2.55

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.54

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 2.54

[[workContext]]
name = "Time Pressure"
value = 2.44

[[workContext]]
name = "Spend Time Sitting"
value = 2.31

[[workContext]]
name = "Physical Proximity"
value = 2.3

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.3

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.22

[[workContext]]
name = "Exposed to Disease or Infections"
value = 2.07

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 1.99

[[workContext]]
name = "Written Letters and Memos"
value = 1.94

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 1.86

[[workContext]]
name = "Spend Time Keeping or Regaining Balance"
value = 1.8

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 6.36

[[personFit]]
name = "Animal Service"
family = "specific_interest_area"
value = 6.12

[[personFit]]
name = "Agriculture"
family = "specific_interest_area"
value = 4.82

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 3.68

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 3.58

[[personFit]]
name = "Life Science"
family = "specific_interest_area"
value = 3.58

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 3.4

[[personFit]]
name = "Nature/Outdoors"
family = "specific_interest_area"
value = 2.67

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.44

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.38

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.19

[[personFit]]
name = "Health Care Service"
family = "specific_interest_area"
value = 2.06

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 2

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 1.9

[[personFit]]
name = "Medical Science"
family = "specific_interest_area"
value = 1.84

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 1.7

[[relatedRoles]]
socCode = "45-2093.00"
slug = "role-45-2093-00"
title = "Farmworkers, Farm, Ranch, and Aquacultural Animals"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "39-2021.00"
slug = "role-39-2021-00"
title = "Animal Caretakers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "39-2011.00"
slug = "role-39-2011-00"
title = "Animal Trainers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "31-9096.00"
slug = "role-31-9096-00"
title = "Veterinary Assistants and Laboratory Animal Caretakers"
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 = "45-2092.00"
slug = "role-45-2092-00"
title = "Farmworkers and Laborers, Crop, Nursery, and Greenhouse"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "29-2056.00"
slug = "role-29-2056-00"
title = "Veterinary Technologists and Technicians"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "45-1011.00"
slug = "role-45-1011-00"
title = "First-Line Supervisors of Farming, Fishing, and Forestry Workers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "33-9011.00"
slug = "role-33-9011-00"
title = "Animal Control Workers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "19-1011.00"
slug = "role-19-1011-00"
title = "Animal Scientists"
tier = "Supplemental"

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

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

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.95
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -1.044292
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -1.072465
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.9411108
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
