entityType = "role"
schemaVersion = "role.v1"
slug = "role-29-1229-05"
socCode = "29-1229.05"
title = "Preventive Medicine Physicians"
summary = "Apply knowledge of general preventive medicine and public health issues to promote health care to groups or individuals, and aid in the prevention or reduction of risk of disease, injury, disability, or death. May practice population-based medicine or diagnose and treat patients in the context of clinical health promotion and disease prevention."
aliases = ["Occupational Medicine Physician", "Physician", "Public Health Officer", "Public Health Physician", "Occupational Physician", "Preventive Medicine Physician", "Primary Clinician", "Aerospace Medicine Physician", "Environmental Health Physician", "Occupational Health Physician (OHP)", "Occupational Medicine Officer", "Preventive Medicine Officer"]
emergingTasks = []
aiSignals = []

[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 = "Post-Doctoral Training"
percentage = 73.68

[[preparation.educationDistribution]]
label = "Doctoral Degree"
percentage = 26.32

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

[market]
meanWage = 253470
pct10Wage = 66860
pct25Wage = 95080
employment = 315360
areaTitle = "U.S."

[industries]
count = 19

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 258240
medianWage = 235660
lq = 5.46

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 10850
medianWage = 72170
lq = 0.39

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 2280
medianWage = 221680
lq = 0.1

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 1670
lq = 0.09

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 1330
lq = 0.23

[[industries.top]]
naics = "621340"
slug = "621340"
title = "Offices of Physical, Occupational and Speech Therapists, and Audiologists"
level = "National industry"
employment = 920
lq = 0.94

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 770
medianWage = 227720
lq = 0.06

[[industries.top]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 510
medianWage = 227720
lq = 0.56

[[industries.top]]
naics = "621420"
slug = "621420"
title = "Outpatient Mental Health and Substance Abuse Centers"
level = "National industry"
employment = 480
lq = 0.76

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 300
lq = 0.06

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 220
medianWage = 88370
lq = 0.01

[[industries.top]]
naics = "623220"
slug = "623220"
title = "Residential Mental Health and Substance Abuse Facilities"
level = "National industry"
employment = 220
lq = 0.42

[[industries.concentrated]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 258240
lq = 5.46

[[industries.concentrated]]
naics = "621340"
slug = "621340"
title = "Offices of Physical, Occupational and Speech Therapists, and Audiologists"
level = "National industry"
employment = 920
lq = 0.94

[[industries.concentrated]]
naics = "621420"
slug = "621420"
title = "Outpatient Mental Health and Substance Abuse Centers"
level = "National industry"
employment = 480
lq = 0.76

[[industries.concentrated]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 510
lq = 0.56

[[industries.concentrated]]
naics = "621310"
slug = "621310"
title = "Offices of Chiropractors"
level = "National industry"
employment = 140
lq = 0.47

[[industries.concentrated]]
naics = "623220"
slug = "623220"
title = "Residential Mental Health and Substance Abuse Facilities"
level = "National industry"
employment = 220
lq = 0.42

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 10850
lq = 0.39

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 1330
lq = 0.23

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

[aiOutlook.index]
value = 60
percentile = 59
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 2

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

[[aiOutlook.index.components]]
percentile = 35
source = "microsoft_working_with_ai"

[aiOutlook.eloundou]
alpha = 0
beta = 0.4666666666666667
gamma = 0.9333333333333333

[aiOutlook.bls]
growthPercent = 2.5
growthPercentile = 47
direction = "About average"
annualOpeningsThousands = 9.6
annualOpeningsPercentile = 63
employment2024Thousands = 340.7
employment2034Thousands = 349.3

[[aiOutlook.exposure]]
source = "eloundou_gamma"
label = "LLM task exposure, γ (OpenAI / Eloundou)"
value = 0.9333333333333333
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 = 0.11280712331485664
percentile = 35
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 = "Document or review comprehensive patients' histories with an emphasis on occupation or environmental risks."
usagePercent = 0.008730161990723432
importance = 4.25

[[aiOutlook.usageTasks]]
task = "Provide information about potential health hazards and possible interventions to the media, the public, other health care professionals, or local, state, and federal health authorities."
usagePercent = 0.004519142677550953
importance = 4.06

[[aiOutlook.usageTasks]]
task = "Design, implement, or evaluate health service delivery systems to improve the health of targeted populations."
usagePercent = 0.0015406168218923706
importance = 3.84

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

[[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 = 40
capabilities = 120
tools = 29
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "64d1e767f39bac8a"

[[tasks]]
text = "Direct or manage prevention programs in specialty areas such as aerospace, occupational, infectious disease, and environmental medicine."
type = "Core"
iwa = "4.A.4.b.4.j"

[[tasks]]
text = "Document or review comprehensive patients' histories with an emphasis on occupation or environmental risks."
type = "Core"
iwa = "4.A.1.a.1.l"

[[tasks]]
text = "Supervise or coordinate the work of physicians, nurses, statisticians, or other professional staff members."
type = "Core"
iwa = "4.A.4.b.4.a"

[[tasks]]
text = "Identify groups at risk for specific preventable diseases or injuries."
type = "Core"
iwa = "4.A.1.a.1.p"

[[tasks]]
text = "Design or use surveillance tools, such as screening, lab reports, and vital records, to identify health risks."
type = "Core"
iwa = "4.A.2.b.2.i"

[[tasks]]
text = "Perform epidemiological investigations of acute and chronic diseases."
type = "Core"
iwa = "4.A.1.a.1.s"

[[tasks]]
text = "Evaluate the effectiveness of prescribed risk reduction measures or other interventions."
type = "Core"
iwa = "4.A.2.a.4.f"

[[tasks]]
text = "Direct public health education programs dealing with topics such as preventable diseases, injuries, nutrition, food service sanitation, water supply safety, sewage and waste disposal, insect control, and immunizations."
type = "Core"
iwa = "4.A.4.b.4.j"

[[tasks]]
text = "Provide information about potential health hazards and possible interventions to the media, the public, other health care professionals, or local, state, and federal health authorities."
type = "Core"
iwa = "4.A.4.a.3.b"

[[tasks]]
text = "Teach or train medical staff regarding preventive medicine issues."
type = "Core"
iwa = "4.A.4.b.3.f"

[[tasks]]
text = "Coordinate or integrate the resources of health care institutions, social service agencies, public safety workers, or other organizations to improve community health."
type = "Core"
iwa = "4.A.2.b.2.n"

[[tasks]]
text = "Prepare preventive health reports, including problem descriptions, analyses, alternative solutions, and recommendations."
type = "Core"
iwa = "4.A.3.b.6.c"

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

[[activities]]
name = "Gather medical information from patient histories."
iwa = "4.A.1.a.1.l"

[[activities]]
name = "Record patient medical histories."
iwa = "4.A.3.b.6.k"

[[activities]]
name = "Present medical research reports."
iwa = "4.A.3.b.6.c"

[[activities]]
name = "Supervise patient care personnel."
iwa = "4.A.4.b.4.a"

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

[[activities]]
name = "Analyze quantitative data to determine effectiveness of treatments or therapies."
iwa = "4.A.2.a.4.f"

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

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

[[activities]]
name = "Develop health assessment methods or programs."
iwa = "4.A.2.b.2.i"

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

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

[[activities]]
name = "Develop treatment plans that use non-medical therapies."
iwa = "4.A.2.b.2.a"

[[activities]]
name = "Direct healthcare delivery programs."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Design public or employee health programs."
iwa = "4.A.2.b.2.n"

[[activities]]
name = "Plan programs to address community health issues."
iwa = "4.A.2.b.2.n"

[[capabilities]]
name = "Medicine and Dentistry"
family = "knowledge"
value = 4.74

[[capabilities]]
name = "Biology"
family = "knowledge"
value = 4.42

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 4.38

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 4.38

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 4.38

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 4.38

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.32

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 4.25

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 4.25

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 4.25

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 4.25

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 4.25

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 4.25

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

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

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

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 4.12

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 4.12

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

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 4

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 4

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 4

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 4

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

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.95

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.89

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

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

[[capabilities]]
name = "Psychology"
family = "knowledge"
value = 3.84

[[capabilities]]
name = "Law and Government"
family = "knowledge"
value = 3.83

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

[[capabilities]]
name = "Learning Strategies"
family = "essential_skill"
value = 3.75

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

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3.75

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

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

[[capabilities]]
name = "Management of Personnel Resources"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.75

[[capabilities]]
name = "Persuasion"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Originality"
family = "ability"
value = 3.62

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[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 = "R"
category = "Object or component oriented development software"
hot = true
inDemand = false

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

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

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

[[tools]]
example = "Centers for Disease Control and Prevention Epi Info"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "Insightful S-PLUS"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

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

[[tools]]
example = "NCSS Power Analysis and Sample Size PASS"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

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

[[tools]]
example = "Patient electronic medical record EMR software"
category = "Medical software"
hot = false
inDemand = false

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

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

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

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

[[tools]]
example = "Statistical Solutions BMDP"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Tidepool Scientific Software Comprehensive Environmental Toxicity Information System CETIS"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "Tidepool Scientific Software ToxCalc"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "Wolfram Research Mathematica"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[workContext]]
name = "E-Mail"
value = 4.95

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.94

[[workContext]]
name = "Telephone Conversations"
value = 4.82

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.67

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.63

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.59

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.58

[[workContext]]
name = "Contact With Others"
value = 4.53

[[workContext]]
name = "Frequency of Decision Making"
value = 4.39

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.32

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.21

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.21

[[workContext]]
name = "Written Letters and Memos"
value = 4.06

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 4

[[workContext]]
name = "Spend Time Sitting"
value = 4

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.95

[[workContext]]
name = "Time Pressure"
value = 3.95

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.94

[[workContext]]
name = "Consequence of Error"
value = 3.61

[[workContext]]
name = "Level of Competition"
value = 3.5

[[workContext]]
name = "Physical Proximity"
value = 3.39

[[workContext]]
name = "Conflict Situations"
value = 3.32

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3

[[workContext]]
name = "Public Speaking"
value = 2.89

[[workContext]]
name = "Exposed to Disease or Infections"
value = 2.83

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 2.76

[[workContext]]
name = "Spend Time Standing"
value = 2.33

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.33

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.22

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.21

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 2.16

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 1.95

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 1.94

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.89

[[workContext]]
name = "Exposed to Contaminants"
value = 1.89

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.89

[[workContext]]
name = "Degree of Automation"
value = 1.89

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 1.82

[[workContext]]
name = "Outdoors, Under Cover"
value = 1.72

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

[[personFit]]
name = "Intellectual Curiosity"
family = "work_style"
value = 9

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

[[personFit]]
name = "Achievement Orientation"
family = "work_style"
value = 7

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 6.7

[[personFit]]
name = "Health Care Service"
family = "specific_interest_area"
value = 6.42

[[personFit]]
name = "Medical Science"
family = "specific_interest_area"
value = 6.31

[[personFit]]
name = "Teaching/Education"
family = "specific_interest_area"
value = 6

[[personFit]]
name = "Social Orientation"
family = "work_style"
value = 6

[[personFit]]
name = "Life Science"
family = "specific_interest_area"
value = 5.48

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 5.43

[[personFit]]
name = "Social Science"
family = "specific_interest_area"
value = 5.18

[[personFit]]
name = "Social Service"
family = "specific_interest_area"
value = 5

[[personFit]]
name = "Self-Control"
family = "work_style"
value = 5

[[personFit]]
name = "Innovation"
family = "work_style"
value = 4

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 3.95

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

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

[[relatedRoles]]
socCode = "29-1215.00"
slug = "role-29-1215-00"
title = "Family Medicine Physicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "29-1229.04"
slug = "role-29-1229-04"
title = "Physical Medicine and Rehabilitation Physicians"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "29-1218.00"
slug = "role-29-1218-00"
title = "Obstetricians and Gynecologists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "29-1212.00"
slug = "role-29-1212-00"
title = "Cardiologists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "29-1229.01"
slug = "role-29-1229-01"
title = "Allergists and Immunologists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "19-1041.00"
slug = "role-19-1041-00"
title = "Epidemiologists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "29-1299.01"
slug = "role-29-1299-01"
title = "Naturopathic Physicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "29-1171.00"
slug = "role-29-1171-00"
title = "Nurse Practitioners"
tier = "Supplemental"

[[relatedRoles]]
socCode = "29-1141.04"
slug = "role-29-1141-04"
title = "Clinical Nurse Specialists"
tier = "Supplemental"

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

[[studyPrograms]]
title = "Health Professions and Related Programs"
slug = "health-professions-and-related-programs"

[[studyPrograms]]
title = "Medical Residency/Fellowship Programs"
slug = "medical-residency-fellowship-programs"
