entityType = "role"
schemaVersion = "role.v1"
slug = "role-29-1011-00"
socCode = "29-1011.00"
title = "Chiropractors"
summary = "Assess, treat, and care for patients by manipulation of spine and musculoskeletal system. May provide spinal adjustment or address sacral or pelvic misalignment."
aliases = ["Chiropractic Doctor (DC)", "Chiropractic Neurologist", "Chiropractic Physician", "Chiropractor"]

[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 = 82.14

[[preparation.educationDistribution]]
label = "First Professional Degree"
percentage = 7.53

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 6.75

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 3.58

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

[market]
medianWage = 79000
meanWage = 91830
pct10Wage = 44780
pct25Wage = 59320
pct75Wage = 104000
pct90Wage = 149990
employment = 37630
areaTitle = "U.S."

[industries]
count = 6

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 37120
medianWage = 78770
lq = 6.58

[[industries.top]]
naics = "621310"
slug = "621310"
title = "Offices of Chiropractors"
level = "National industry"
employment = 35150
medianWage = 78280
lq = 987.35

[[industries.top]]
naics = "621340"
slug = "621340"
title = "Offices of Physical, Occupational and Speech Therapists, and Audiologists"
level = "National industry"
employment = 250
medianWage = 169950
lq = 2.15

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 210
medianWage = 98450
lq = 0.31

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 60
medianWage = 74550

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
medianWage = 82580

[[industries.concentrated]]
naics = "621310"
slug = "621310"
title = "Offices of Chiropractors"
level = "National industry"
employment = 35150
lq = 987.35

[[industries.concentrated]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 37120
lq = 6.58

[[industries.concentrated]]
naics = "621340"
slug = "621340"
title = "Offices of Physical, Occupational and Speech Therapists, and Audiologists"
level = "National industry"
employment = 250
lq = 2.15

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 210
lq = 0.31

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

[aiOutlook.index]
value = 45
percentile = 44
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 43
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 57
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 34
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.027
percentile = 17
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 = 0.18181818181818182
beta = 0.4545454545454546
gamma = 0.7272727272727273

[aiOutlook.bls]
growthPercent = 9.5
growthPercentile = 92
direction = "Growing fast"
annualOpeningsThousands = 2.8
annualOpeningsPercentile = 36
employment2024Thousands = 57.2
employment2034Thousands = 62.6

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.1911757
percentile = 43
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 = 0.7272727272727273
percentile = 57
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 = 0.11126862425472273
percentile = 34
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 = "Counsel patients about nutrition, exercise, sleeping habits, stress management, or other matters."
usagePercent = 0.01458450591391444
importance = 4.53

[[aiOutlook.usageTasks]]
task = "Analyze x-rays to locate the sources of patients' difficulties and to rule out fractures or diseases as sources of problems."
usagePercent = 0.0020541557625231607
importance = 4.73

[[aiOutlook.usageTasks]]
task = "Advise patients about recommended courses of treatment."
usagePercent = 0.0017460323981446867
importance = 4.77

[[aiOutlook.usageTasks]]
task = "Recommend and arrange for diagnostic procedures, such as blood chemistry tests, saliva tests, x-rays, or other imaging procedures."
usagePercent = 0.0016433246100185286
importance = 4.22

[[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 = 2
totalSample = 77
autonomyMedian = 4
dominantCollaboration = "learning"
augmentationShare = 46.43
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "learning"
percent = 46.43

[[aiPlaybook.useCase]]
label = "personal"
percent = 92.86

[[aiPlaybook.delegatedTasks]]
task = "Counsel patients about nutrition, exercise, sleeping habits, stress management, or other matters."
usagePercent = 0.005600700087510939
collaboration = "learning"
autonomyMedian = 4
sampleCount = 56

[[aiPlaybook.boundaryTasks]]
task = "Counsel patients about nutrition, exercise, sleeping habits, stress management, or other matters."
humanNeededPercent = 92.85714285714286
sampleCount = 56

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to counsel patients about nutrition, exercise, sleeping habits, stress management, or other matters, then check my work as I try it myself."
collaboration = "learning"

[counts]
tasks = 11
skills = 35
capabilities = 120
tools = 34
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "d159e4d8eba48d4e"

[[tasks]]
text = "Evaluate the functioning of the neuromuscularskeletal system and the spine using systems of chiropractic diagnosis."
type = "Core"
iwa = "4.A.1.b.2.i"

[[tasks]]
text = "Perform a series of manual adjustments to the spine or other articulations of the body to correct the musculoskeletal system."
type = "Core"
iwa = "4.A.4.a.5.b"

[[tasks]]
text = "Diagnose health problems by reviewing patients' health and medical histories, questioning, observing, and examining patients and interpreting x-rays."
type = "Core"
iwa = "4.A.1.a.1.l"

[[tasks]]
text = "Obtain and record patients' medical histories."
type = "Core"
iwa = "4.A.1.a.1.l"

[[tasks]]
text = "Maintain accurate case histories of patients."
type = "Core"
iwa = "4.A.3.b.6.k"

[[tasks]]
text = "Advise patients about recommended courses of treatment."
type = "Core"
iwa = "4.A.4.b.6.a"

[[tasks]]
text = "Analyze x-rays to locate the sources of patients' difficulties and to rule out fractures or diseases as sources of problems."
type = "Core"
iwa = "4.A.2.a.4.f"

[[tasks]]
text = "Counsel patients about nutrition, exercise, sleeping habits, stress management, or other matters."
type = "Core"
iwa = "4.A.4.b.6.a"

[[tasks]]
text = "Consult with or refer patients to appropriate health practitioners when necessary."
type = "Core"
iwa = "4.A.4.a.2.d"

[[tasks]]
text = "Recommend and arrange for diagnostic procedures, such as blood chemistry tests, saliva tests, x-rays, or other imaging procedures."
type = "Core"
iwa = "4.A.2.b.5.c"

[[tasks]]
text = "Suggest and apply the use of supports such as straps, tapes, bandages, or braces if necessary."
type = "Core"
iwa = "4.A.4.a.5.c"

[[emergingTasks]]
text = "Provide guidance to patients on exercises they can perform to improve mobility."

[[emergingTasks]]
text = "Take x-rays."

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

[[activities]]
name = "Treat patients using physical therapy techniques."
iwa = "4.A.4.a.5.b"

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

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

[[activities]]
name = "Diagnose medical conditions."
iwa = "4.A.2.b.1.f"

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

[[activities]]
name = "Advise patients on effects of health conditions or treatments."
iwa = "4.A.4.b.6.a"

[[activities]]
name = "Collect medical information from patients, family members, or other medical professionals."
iwa = "4.A.1.a.1.l"

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

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

[[activities]]
name = "Collaborate with healthcare professionals to plan or provide treatment."
iwa = "4.A.4.a.2.d"

[[activities]]
name = "Refer patients to other healthcare practitioners or health resources."
iwa = "4.A.4.a.5.a"

[[activities]]
name = "Apply bandages, dressings, or splints."
iwa = "4.A.4.a.5.c"

[[activities]]
name = "Recommend types of assistive devices."
iwa = "4.A.4.b.6.b"

[[capabilities]]
name = "Medicine and Dentistry"
family = "knowledge"
value = 4.34

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.1

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.07

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

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 4

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

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

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

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

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

[[capabilities]]
name = "Biology"
family = "knowledge"
value = 3.94

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.88

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

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

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.88

[[capabilities]]
name = "Psychology"
family = "knowledge"
value = 3.82

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

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.75

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

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.62

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

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.49

[[capabilities]]
name = "Personnel and Human Resources"
family = "knowledge"
value = 3.47

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.44

[[capabilities]]
name = "Therapy and Counseling"
family = "knowledge"
value = 3.42

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

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.38

[[capabilities]]
name = "Trunk Strength"
family = "ability"
value = 3.38

[[capabilities]]
name = "Sales and Marketing"
family = "knowledge"
value = 3.34

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

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.2

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

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

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Systems Evaluation"
family = "transferable_skill"
value = 3.12

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Geography"
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 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 Word"
category = "Word processing software"
hot = true
inDemand = false

[[tools]]
example = "ACOM Solutions RAPID EMR"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Acrendo A.I.med"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Addison Health Systems WritePad EHR"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Advantage Software Chiropractic Advantage"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Billing software"
category = "Billing and invoicing software"
hot = false
inDemand = false

[[tools]]
example = "BioEx Systems Exercise Pro"
category = "Medical software"
hot = false
inDemand = false

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

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

[[tools]]
example = "DataCom Software Business Products M.I.S. Clinic"
category = "Medical software"
hot = false
inDemand = false

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

[[tools]]
example = "E-Z BIS Office"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Electro Meridian Imaging EMI"
category = "Medical software"
hot = false
inDemand = false

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

[[tools]]
example = "EZClaim medical billing software"
category = "Billing and invoicing software"
hot = false
inDemand = false

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

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

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

[[tools]]
example = "InPhase Technologies Group InPhase Concept"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "Life Systems Software ChiroSuite EHR"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "MicroFour PracticeStudio.NET EMR"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "MRX Solutions OfficeMaster"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "PPT4Drs Quixote"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Practice management software PMS"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "PracticePRO Software Systems QuickPractice"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Pulse Software ChiroPulse 365"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Quick Notes QNotes Office EMR"
category = "Medical software"
hot = false
inDemand = false

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

[[tools]]
example = "Software Motif MyEMR"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Softworx Solutions ChiroWrite"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Versatile Software Systems VersaSoft Chiro"
category = "Medical software"
hot = false
inDemand = false

[[workContext]]
name = "Contact With Others"
value = 5

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.98

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.96

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.96

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.94

[[workContext]]
name = "Physical Proximity"
value = 4.84

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

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.73

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.58

[[workContext]]
name = "Frequency of Decision Making"
value = 4.55

[[workContext]]
name = "E-Mail"
value = 4.27

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 4.26

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.25

[[workContext]]
name = "Written Letters and Memos"
value = 4.07

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.97

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.91

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.7

[[workContext]]
name = "Consequence of Error"
value = 3.66

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.6

[[workContext]]
name = "Time Pressure"
value = 3.58

[[workContext]]
name = "Spend Time Standing"
value = 3.55

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.5

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 3.43

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.37

[[workContext]]
name = "Level of Competition"
value = 3.2

[[workContext]]
name = "Exposed to Disease or Infections"
value = 3.13

[[workContext]]
name = "Conflict Situations"
value = 2.99

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.7

[[workContext]]
name = "Spend Time Sitting"
value = 2.51

[[workContext]]
name = "Exposed to Radiation"
value = 2.41

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

[[workContext]]
name = "Degree of Automation"
value = 2.07

[[workContext]]
name = "Public Speaking"
value = 1.97

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 1.65

[[workContext]]
name = "Exposed to Contaminants"
value = 1.37

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 1.37

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 1.35

[[workContext]]
name = "Spend Time Keeping or Regaining Balance"
value = 1.34

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 1.28

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 1.21

[[personFit]]
name = "Health Care Service"
family = "specific_interest_area"
value = 6.38

[[personFit]]
name = "Dependability"
family = "work_style"
value = 6

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 5.56

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.53

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 5

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 4.77

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

[[personFit]]
name = "Social Service"
family = "specific_interest_area"
value = 3.76

[[personFit]]
name = "Medical Science"
family = "specific_interest_area"
value = 3.68

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 3.55

[[personFit]]
name = "Professional Advising"
family = "specific_interest_area"
value = 3.54

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 3.13

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 3.11

[[personFit]]
name = "Life Science"
family = "specific_interest_area"
value = 3.1

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 3

[[personFit]]
name = "Teaching/Education"
family = "specific_interest_area"
value = 2.82

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

[[relatedRoles]]
socCode = "29-1242.00"
slug = "role-29-1242-00"
title = "Orthopedic Surgeons, Except Pediatric"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "29-1217.00"
slug = "role-29-1217-00"
title = "Neurologists"
tier = "Primary-Short"

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

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

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

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

[[relatedRoles]]
socCode = "29-1291.00"
slug = "role-29-1291-00"
title = "Acupuncturists"
tier = "Primary-Long"

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

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

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

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

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

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.027
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.1911757
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.7665408
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.0516267
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
