entityType = "role"
schemaVersion = "role.v1"
slug = "role-29-1131-00"
socCode = "29-1131.00"
title = "Veterinarians"
summary = "Diagnose, treat, or research diseases and injuries of animals. Includes veterinarians who conduct research and development, inspect livestock, or care for pets and companion animals."
aliases = ["Doctor of Veterinary Medicine (DVM)", "Emergency Veterinarian (Emergency Vet)", "Small Animal Veterinarian (Small Animal Vet)", "Veterinary Medicine Doctor (DVM)", "Companion Animal Practitioner", "Large Animal Veterinarian (Large Animal Vet)", "Mixed Animal Veterinarian (Mixed Animal Vet)", "Veterinary Surgeon (Vet Surgeon)", "Veterinary Surgical Specialist (Vet Surgical Specialist)", "Zoo Veterinarian (Zoo Vet)", "Animal Anatomist", "Animal Chiropractor"]
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 = 79.16

[[preparation.educationDistribution]]
label = "Post-Doctoral Training"
percentage = 11.74

[[preparation.educationDistribution]]
label = "First Professional Degree"
percentage = 9.1

[educationLevel]
category = "Doctoral or professional degree"
slug = "doctoral-or-professional-degree"

[market]
medianWage = 125510
meanWage = 140270
pct10Wage = 70350
pct25Wage = 98420
pct75Wage = 161610
pct90Wage = 212890
employment = 80630
areaTitle = "U.S."

[industries]
count = 12

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 73060
medianWage = 125580
lq = 12.97

[[industries.top]]
naics = "541940"
slug = "541940"
title = "Veterinary Services"
level = "National industry"
employment = 72200
medianWage = 125600
lq = 297.7

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 2300
medianWage = 124840
lq = 0.99

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 1160
medianWage = 133790
lq = 0.16

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 530
medianWage = 138040
lq = 0.06

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 330
medianWage = 102870
lq = 0.24

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 320
medianWage = 172130
lq = 0.1

[[industries.top]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
employment = 180
medianWage = 110190
lq = 0.81

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 80
medianWage = 162380

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 80
medianWage = 140340

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 70

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
medianWage = 147460

[[industries.concentrated]]
naics = "541940"
slug = "541940"
title = "Veterinary Services"
level = "National industry"
employment = 72200
lq = 297.7

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 73060
lq = 12.97

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 2300
lq = 0.99

[[industries.concentrated]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
employment = 180
lq = 0.81

[[industries.concentrated]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 330
lq = 0.24

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 1160
lq = 0.16

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 320
lq = 0.1

[[industries.concentrated]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 530
lq = 0.06

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

[aiOutlook.index]
value = 47
percentile = 46
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 46
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 41
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 53
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.038
percentile = 21
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 = 0.08108108108108109
beta = 0.2702702702702703
gamma = 0.4594594594594595

[aiOutlook.bls]
growthPercent = 9.6
growthPercentile = 92
direction = "Growing fast"
annualOpeningsThousands = 3
annualOpeningsPercentile = 37
employment2024Thousands = 86.4
employment2034Thousands = 94.7

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.0749958
percentile = 46
band = "Moderate"
note = "How much this job's abilities overlap with what AI systems can do, across many AI capabilities. A relative research score, not a forecast of job loss."

[[aiOutlook.exposure]]
source = "eloundou_gamma"
label = "LLM task exposure, γ (OpenAI / Eloundou)"
value = 0.4594594594594595
percentile = 41
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 = 0.1554157827156154
percentile = 53
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 = "Advise animal owners regarding sanitary measures, feeding, general care, medical conditions, or treatment options."
usagePercent = 0.03019608970909046
importance = 4.28

[[aiOutlook.usageTasks]]
task = "Research diseases to which animals could be susceptible."
usagePercent = 0.0019514479743970028
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"

[aiPlaybook]
trustedTaskCount = 1
taskCount = 4
totalSample = 376
autonomyMedian = 4
dominantCollaboration = "learning"
automationShare = 34.59
augmentationShare = 64.46
workUsePercent = 6.29
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "learning"
percent = 51.26

[[aiPlaybook.collaboration]]
label = "feedback loop"
percent = 20.44

[[aiPlaybook.collaboration]]
label = "directive"
percent = 14.15

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 7.23

[[aiPlaybook.collaboration]]
label = "validation"
percent = 5.97

[[aiPlaybook.useCase]]
label = "personal"
percent = 89.94

[[aiPlaybook.useCase]]
label = "work"
percent = 6.29

[[aiPlaybook.delegatedTasks]]
task = "Advise animal owners regarding sanitary measures, feeding, general care, medical conditions, or treatment options."
usagePercent = 0.03180397549693712
collaboration = "learning"
autonomyMedian = 4
sampleCount = 318

[[aiPlaybook.boundaryTasks]]
task = "Advise animal owners regarding sanitary measures, feeding, general care, medical conditions, or treatment options."
humanNeededPercent = 93.08176100628931
sampleCount = 318

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to advise animal owners regarding sanitary measures, feeding, general care, medical conditions, or treatment options, then check my work as I try it myself."
collaboration = "learning"

[counts]
tasks = 21
skills = 39
capabilities = 120
tools = 20
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "c1ac31f50c5de38e"

[[tasks]]
text = "Treat sick or injured animals by prescribing medication, setting bones, dressing wounds, or performing surgery."
type = "Core"
iwa = "4.A.4.a.5.l"

[[tasks]]
text = "Inoculate animals against various diseases, such as rabies or distemper."
type = "Core"
iwa = "4.A.4.a.5.c"

[[tasks]]
text = "Examine animals to detect and determine the nature of diseases or injuries."
type = "Core"
iwa = "4.A.1.b.2.i"

[[tasks]]
text = "Collect body tissue, feces, blood, urine, or other body fluids for examination and analysis."
type = "Core"
iwa = "4.A.3.a.2.al"

[[tasks]]
text = "Operate diagnostic equipment, such as radiographic or ultrasound equipment, and interpret the resulting images."
type = "Core"
iwa = "4.A.2.a.4.f"

[[tasks]]
text = "Educate the public about diseases that can be spread from animals to humans."
type = "Core"
iwa = "4.A.4.a.3.b"

[[tasks]]
text = "Counsel clients about the deaths of their pets or about euthanasia decisions for their pets."
type = "Core"
iwa = "4.A.4.b.6.j"

[[tasks]]
text = "Specialize in a particular type of treatment, such as dentistry, pathology, nutrition, surgery, microbiology, or internal medicine."
type = "Supplemental"
iwa = "4.A.2.b.3.a"

[[tasks]]
text = "Direct the overall operations of animal hospitals, clinics, or mobile services to farms."
type = "Supplemental"
iwa = "4.A.4.b.4.j"

[[tasks]]
text = "Advise animal owners regarding sanitary measures, feeding, general care, medical conditions, or treatment options."
type = "Core"
iwa = "4.A.4.b.6.a"

[[tasks]]
text = "Euthanize animals."
type = "Core"
iwa = "4.A.4.a.5.l"

[[tasks]]
text = "Attend lectures, conferences, or continuing education courses."
type = "Core"
iwa = "4.A.2.b.3.a"

[[activities]]
name = "Provide health and wellness advice to patients, program participants, or caregivers."
iwa = "4.A.4.b.6.a"

[[activities]]
name = "Maintain medical or professional knowledge."
iwa = "4.A.2.b.3.a"

[[activities]]
name = "Schedule patient procedures or appointments."
iwa = "4.A.2.b.5.c"

[[activities]]
name = "Maintain medical facility records."
iwa = "4.A.3.b.6.k"

[[activities]]
name = "Perform clerical work in medical settings."
iwa = "4.A.4.c.1.a"

[[activities]]
name = "Counsel family members of clients or patients."
iwa = "4.A.4.b.6.j"

[[activities]]
name = "Examine patients to assess general physical condition."
iwa = "4.A.1.b.2.i"

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

[[activities]]
name = "Operate on patients to treat conditions."
iwa = "4.A.4.a.5.l"

[[activities]]
name = "Prescribe medications."
iwa = "4.A.4.c.3.f"

[[activities]]
name = "Immunize patients."
iwa = "4.A.4.a.5.c"

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

[[activities]]
name = "Analyze test data or images to inform diagnosis or treatment."
iwa = "4.A.2.a.4.f"

[[activities]]
name = "Operate diagnostic imaging equipment."
iwa = "4.A.3.a.3.d"

[[activities]]
name = "Communicate health and wellness information to the public."
iwa = "4.A.4.a.3.b"

[[activities]]
name = "Train medical providers."
iwa = "4.A.4.b.3.f"

[[activities]]
name = "Supervise medical support personnel."
iwa = "4.A.4.b.4.a"

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

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

[[activities]]
name = "Determine protocols for medical procedures."
iwa = "4.A.2.b.1.d"

[[activities]]
name = "Analyze medical data to determine cause of death."
iwa = "4.A.2.a.4.f"

[[activities]]
name = "Manage healthcare operations."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Maintain professional knowledge or certifications."
iwa = "4.A.2.b.3.a"

[[activities]]
name = "Develop medical treatment plans."
iwa = "4.A.2.b.2.a"

[[activities]]
name = "Conduct research to increase knowledge about medical issues."
iwa = "4.A.1.a.1.s"

[[capabilities]]
name = "Biology"
family = "knowledge"
value = 4.69

[[capabilities]]
name = "Medicine and Dentistry"
family = "knowledge"
value = 4.69

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.49

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.34

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

[[capabilities]]
name = "Active Listening"
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 = "Oral Expression"
family = "ability"
value = 4.12

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

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

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

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.88

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.88

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.75

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.71

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

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

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

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

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.46

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3.38

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

[[capabilities]]
name = "Personnel and Human Resources"
family = "knowledge"
value = 3.34

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.31

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 3.25

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

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.25

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

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

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

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

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

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3.12

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "American Data Systems PAWS Veterinary Practice Management"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Complete Clinic"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Eklin Information Systems VIA"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Henry Schein ImproMed"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "IDEXX Laboratories IDEXX Cornerstone"
category = "Medical software"
hot = false
inDemand = false

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

[[tools]]
example = "ImproMed Infinity"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "InformaVet ALIS-VET"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "IntraVet"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Mobile Data Software VetInfo"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Sneakers Software DVMax Practice"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Vetport"
category = "Medical software"
hot = false
inDemand = false

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

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 5

[[workContext]]
name = "Telephone Conversations"
value = 4.97

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.92

[[workContext]]
name = "Contact With Others"
value = 4.86

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.82

[[workContext]]
name = "Frequency of Decision Making"
value = 4.78

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.76

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 4.65

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.55

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.55

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 4.54

[[workContext]]
name = "E-Mail"
value = 4.5

[[workContext]]
name = "Physical Proximity"
value = 4.43

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.29

[[workContext]]
name = "Exposed to Disease or Infections"
value = 4.21

[[workContext]]
name = "Time Pressure"
value = 4.21

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.2

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 4.09

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 4.09

[[workContext]]
name = "Consequence of Error"
value = 4.09

[[workContext]]
name = "Exposed to Contaminants"
value = 4.06

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.04

[[workContext]]
name = "Exposed to Radiation"
value = 3.98

[[workContext]]
name = "Spend Time Standing"
value = 3.96

[[workContext]]
name = "Written Letters and Memos"
value = 3.89

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.84

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 3.7

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.61

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 3.61

[[workContext]]
name = "Conflict Situations"
value = 3.59

[[workContext]]
name = "Level of Competition"
value = 3.27

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.17

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 3.15

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 3.02

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.96

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.92

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 2.89

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.73

[[workContext]]
name = "Spend Time Sitting"
value = 2.3

[[workContext]]
name = "Public Speaking"
value = 2.29

[[personFit]]
name = "Dependability"
family = "work_style"
value = 10

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 9

[[personFit]]
name = "Integrity"
family = "work_style"
value = 8

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 7

[[personFit]]
name = "Animal Service"
family = "specific_interest_area"
value = 6.8

[[personFit]]
name = "Life Science"
family = "specific_interest_area"
value = 6.48

[[personFit]]
name = "Intellectual Curiosity"
family = "work_style"
value = 6

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.98

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 5.98

[[personFit]]
name = "Medical Science"
family = "specific_interest_area"
value = 5.78

[[personFit]]
name = "Health Care Service"
family = "specific_interest_area"
value = 5.69

[[personFit]]
name = "Achievement Orientation"
family = "work_style"
value = 5

[[personFit]]
name = "Self-Control"
family = "work_style"
value = 4

[[personFit]]
name = "Agriculture"
family = "specific_interest_area"
value = 3.62

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 3.47

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 3.45

[[relatedRoles]]
socCode = "29-2056.00"
slug = "role-29-2056-00"
title = "Veterinary Technologists and Technicians"
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 = "29-1229.01"
slug = "role-29-1229-01"
title = "Allergists and Immunologists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "29-1222.00"
slug = "role-29-1222-00"
title = "Physicians, Pathologists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "29-1214.00"
slug = "role-29-1214-00"
title = "Emergency Medicine Physicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "29-1213.00"
slug = "role-29-1213-00"
title = "Dermatologists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "29-1216.00"
slug = "role-29-1216-00"
title = "General Internal Medicine Physicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "29-1229.03"
slug = "role-29-1229-03"
title = "Urologists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "29-1221.00"
slug = "role-29-1221-00"
title = "Pediatricians, General"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "29-1229.05"
slug = "role-29-1229-05"
title = "Preventive Medicine Physicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "29-1241.00"
slug = "role-29-1241-00"
title = "Ophthalmologists, Except Pediatric"
tier = "Supplemental"

[[relatedRoles]]
socCode = "29-1243.00"
slug = "role-29-1243-00"
title = "Pediatric Surgeons"
tier = "Supplemental"

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

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

[[studyPrograms]]
title = "Dental, Medical, and Veterinary Residency Programs"
slug = "dental-medical-and-veterinary-residency-programs"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.038
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.0749958
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.1380501
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.0842553
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
