entityType = "role"
schemaVersion = "role.v1"
slug = "role-39-2011-00"
socCode = "39-2011.00"
title = "Animal Trainers"
summary = "Train animals for riding, harness, security, performance, or obedience, or for assisting persons with disabilities. Accustom animals to human voice and contact, and condition animals to respond to commands. Train animals according to prescribed standards for show or competition. May train animals to carry pack loads or work as part of pack team."
aliases = ["Dog Trainer", "Guide Dog Mobility Instructor (GDMI)", "Horse Trainer", "Trainer", "Agility Instructor", "Dog Obedience Instructor", "Guide Dog Instructor", "Guide Dog Trainer", "Racehorse Trainer", "Service Dog Trainer", "Animal Handler", "Animal Trainer"]

[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 = 44.38

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 22.64

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 16.56

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 7.85

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 6.82

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 1.75

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

[market]
medianWage = 38750
meanWage = 45780
pct10Wage = 29120
pct25Wage = 32870
pct75Wage = 48900
pct90Wage = 70800
employment = 20110
areaTitle = "U.S."

[industries]
count = 15

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 9760
medianWage = 42010
lq = 16.91

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 3660
medianWage = 35210
lq = 1.8

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 2600
medianWage = 42710
lq = 7.54

[[industries.top]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
employment = 1660
medianWage = 44150
lq = 30.06

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 910
medianWage = 37860
lq = 0.65

[[industries.top]]
naics = "541940"
slug = "541940"
title = "Veterinary Services"
level = "National industry"
employment = 340
medianWage = 35440
lq = 5.62

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 220
medianWage = 49210
lq = 0.12

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 200
medianWage = 40370
lq = 0.07

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 60
medianWage = 121920

[[industries.top]]
naics = "711110"
slug = "711110"
title = "Theater Companies and Dinner Theaters"
level = "National industry"
employment = 60
medianWage = 48390

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
medianWage = 46780

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
medianWage = 41600

[[industries.concentrated]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
employment = 1660
lq = 30.06

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 9760
lq = 16.91

[[industries.concentrated]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 2600
lq = 7.54

[[industries.concentrated]]
naics = "541940"
slug = "541940"
title = "Veterinary Services"
level = "National industry"
employment = 340
lq = 5.62

[[industries.concentrated]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 3660
lq = 1.8

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 910
lq = 0.65

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 220
lq = 0.12

[[industries.concentrated]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 200
lq = 0.07

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

[aiOutlook.index]
value = 18
percentile = 15
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 21
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 18
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 14
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.1
percentile = 29
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 = 0.06896551724137931
beta = 0.10344827586206896
gamma = 0.13793103448275862

[aiOutlook.bls]
growthPercent = 5.1
growthPercentile = 75
direction = "About average"
annualOpeningsThousands = 7.1
annualOpeningsPercentile = 56
employment2024Thousands = 47.3
employment2034Thousands = 49.8

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.9167759
percentile = 21
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 = 0.13793103448275862
percentile = 18
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 = 0.057671717445600006
percentile = 14
band = "Low"
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 = "Conduct training programs to develop or maintain desired animal behaviors for competition, entertainment, obedience, security, riding, or related purposes."
usagePercent = 0.0015406168218923706
importance = 4.44

[[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 = 15
skills = 42
capabilities = 120
tools = 17
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "6bbfd8fbcc26727d"

[[tasks]]
text = "Train horses or other equines for riding, harness, show, racing, or other work, using knowledge of breed characteristics, training methods, performance standards, and the peculiarities of each animal."
type = "Supplemental"
iwa = "4.A.3.a.2.j"

[[tasks]]
text = "Cue or signal animals during performances."
type = "Core"
iwa = "4.A.4.b.1.d"

[[tasks]]
text = "Talk to or interact with animals to familiarize them to human voices or contact."
type = "Core"
iwa = "4.A.3.a.2.j"

[[tasks]]
text = "Conduct training programs to develop or maintain desired animal behaviors for competition, entertainment, obedience, security, riding, or related purposes."
type = "Core"
iwa = "4.A.3.a.2.j"

[[tasks]]
text = "Use oral, spur, rein, or hand commands to condition horses to carry riders or to pull horse-drawn equipment."
type = "Supplemental"
iwa = "4.A.3.a.2.j"

[[tasks]]
text = "Retrain horses to break bad habits, such as kicking, bolting, or resisting bridling or grooming."
type = "Supplemental"
iwa = "4.A.3.a.2.j"

[[tasks]]
text = "Observe animals' physical conditions to detect illness or unhealthy conditions requiring medical care."
type = "Core"
iwa = "4.A.1.a.2.e"

[[tasks]]
text = "Feed or exercise animals or provide other general care, such as cleaning or maintaining holding or performance areas."
type = "Core"
iwa = "4.A.3.a.1.c"

[[tasks]]
text = "Train dogs in human assistance or property protection duties."
type = "Supplemental"
iwa = "4.A.3.a.2.j"

[[tasks]]
text = "Evaluate animals to determine their temperaments, abilities, or aptitude for training."
type = "Core"
iwa = "4.A.2.a.1.d"

[[tasks]]
text = "Administer prescribed medications to animals."
type = "Core"
iwa = "4.A.4.a.5.c"

[[tasks]]
text = "Keep records documenting animal health, diet, or behavior."
type = "Core"
iwa = "4.A.3.b.6.f"

[[emergingTasks]]
text = "Teach owners how to train their dogs."

[[emergingTasks]]
text = "Teach people with visual impairments to use guide dogs."

[[activities]]
name = "Train animals."
iwa = "4.A.3.a.2.j"

[[activities]]
name = "Evaluate capabilities or training needs."
iwa = "4.A.2.a.1.d"

[[activities]]
name = "Monitor health or behavior of people or animals."
iwa = "4.A.1.a.2.e"

[[activities]]
name = "Direct productions or performances."
iwa = "4.A.4.b.1.d"

[[activities]]
name = "Administer basic health care or medical treatments."
iwa = "4.A.4.a.5.c"

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

[[activities]]
name = "Maintain facilities."
iwa = "4.A.3.b.4.a"

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

[[activities]]
name = "Document client health or progress."
iwa = "4.A.3.b.6.f"

[[activities]]
name = "Discuss service options or needs with clients."
iwa = "4.A.4.a.2.j"

[[activities]]
name = "Organize recreational activities or events."
iwa = "4.A.4.b.1.e"

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.05

[[capabilities]]
name = "Instructing"
family = "transferable_skill"
value = 3.75

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

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

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.6

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

[[capabilities]]
name = "Learning Strategies"
family = "essential_skill"
value = 3.5

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.38

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 3.38

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

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.25

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.25

[[capabilities]]
name = "Psychology"
family = "knowledge"
value = 3.19

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.12

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

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.12

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.12

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

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

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.12

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.11

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

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3

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

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3

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

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3

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

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3

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

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

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

[[capabilities]]
name = "Stamina"
family = "ability"
value = 3

[[capabilities]]
name = "Gross Body Coordination"
family = "ability"
value = 3

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Atlassian JIRA"
category = "Project management software"
hot = true
inDemand = false

[[tools]]
example = "Epic Systems"
category = "Medical software"
hot = true
inDemand = false

[[tools]]
example = "Facebook"
category = "Web page creation and editing 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 PowerPoint"
category = "Presentation software"
hot = true
inDemand = false

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

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

[[tools]]
example = "SAP software"
category = "Enterprise resource planning ERP software"
hot = true
inDemand = false

[[tools]]
example = "Customer information control system CICS"
category = "Transaction server software"
hot = false
inDemand = false

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

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

[[tools]]
example = "Work scheduling software"
category = "Calendar and scheduling software"
hot = false
inDemand = false

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.78

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

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.51

[[workContext]]
name = "Spend Time Standing"
value = 4.3

[[workContext]]
name = "Contact With Others"
value = 4.23

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 4.19

[[workContext]]
name = "Telephone Conversations"
value = 4.03

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.9

[[workContext]]
name = "E-Mail"
value = 3.81

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.73

[[workContext]]
name = "Frequency of Decision Making"
value = 3.72

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.63

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.62

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.6

[[workContext]]
name = "Outdoors, Under Cover"
value = 3.5

[[workContext]]
name = "Physical Proximity"
value = 3.48

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 3.48

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.45

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.4

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.31

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 3.23

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 3.21

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.19

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3.15

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 3.15

[[workContext]]
name = "Written Letters and Memos"
value = 2.99

[[workContext]]
name = "Conflict Situations"
value = 2.97

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 2.96

[[workContext]]
name = "Time Pressure"
value = 2.89

[[workContext]]
name = "Public Speaking"
value = 2.87

[[workContext]]
name = "Level of Competition"
value = 2.81

[[workContext]]
name = "Consequence of Error"
value = 2.75

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.71

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 2.57

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.57

[[workContext]]
name = "Exposed to Contaminants"
value = 2.53

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 2.43

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 2.21

[[workContext]]
name = "In an Open Vehicle or Operating Equipment"
value = 2.07

[[personFit]]
name = "Animal Service"
family = "specific_interest_area"
value = 6.61

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 6.52

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 3.61

[[personFit]]
name = "Teaching/Education"
family = "specific_interest_area"
value = 3.56

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 3.45

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 2.97

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.5

[[personFit]]
name = "Nature/Outdoors"
family = "specific_interest_area"
value = 2.41

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 2.34

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 2.3

[[personFit]]
name = "Perseverance"
family = "work_style"
value = 2.19

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 2.08

[[personFit]]
name = "Self-Control"
family = "work_style"
value = 1.95

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 1.94

[[personFit]]
name = "Public Speaking"
family = "specific_interest_area"
value = 1.93

[[personFit]]
name = "Social Service"
family = "specific_interest_area"
value = 1.91

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

[[relatedRoles]]
socCode = "45-2021.00"
slug = "role-45-2021-00"
title = "Animal Breeders"
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 = "33-9011.00"
slug = "role-33-9011-00"
title = "Animal Control Workers"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "39-9031.00"
slug = "role-39-9031-00"
title = "Exercise Trainers and Group Fitness Instructors"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "27-2021.00"
slug = "role-27-2021-00"
title = "Athletes and Sports Competitors"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "27-2023.00"
slug = "role-27-2023-00"
title = "Umpires, Referees, and Other Sports Officials"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "25-3021.00"
slug = "role-25-3021-00"
title = "Self-Enrichment Teachers"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "29-9091.00"
slug = "role-29-9091-00"
title = "Athletic Trainers"
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 = 0.1
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.9167759
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -1.029674
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.7293655
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
