entityType = "role"
schemaVersion = "role.v1"
slug = "role-29-1181-00"
socCode = "29-1181.00"
title = "Audiologists"
summary = "Assess and treat persons with hearing and related disorders. May fit hearing aids and provide auditory training. May perform research related to hearing problems."
aliases = ["Audiologist", "Audiology Doctor (AUD)", "Clinical Audiologist", "Educational Audiologist", "Certificate of Clinical Competence in Audiology Licensed Audiologist (CCC-A Licensed Audiologist)", "Dispensing Audiologist", "Forensic Audiologist", "Industrial Audiologist", "Pediatric Audiologist", "Staff Audiologist", "Audiology Extern", "Hearing Therapist"]
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 = 95.45

[[preparation.educationDistribution]]
label = "Post-Doctoral Training"
percentage = 4.55

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

[market]
medianWage = 92120
meanWage = 95320
pct10Wage = 61930
pct25Wage = 76440
pct75Wage = 109330
pct90Wage = 129830
employment = 14730
areaTitle = "U.S."

[industries]
count = 9

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 11590
medianWage = 93490
lq = 5.25

[[industries.top]]
naics = "621340"
slug = "621340"
title = "Offices of Physical, Occupational and Speech Therapists, and Audiologists"
level = "National industry"
employment = 3930
medianWage = 84400
lq = 86.32

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 1330
medianWage = 81510
lq = 0.89

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 1320
medianWage = 93170
lq = 1.01

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 150
lq = 0.17

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 100
lq = 0.39

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 60
medianWage = 98550

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
medianWage = 84060

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
medianWage = 77520

[[industries.concentrated]]
naics = "621340"
slug = "621340"
title = "Offices of Physical, Occupational and Speech Therapists, and Audiologists"
level = "National industry"
employment = 3930
lq = 86.32

[[industries.concentrated]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 11590
lq = 5.25

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 1320
lq = 1.01

[[industries.concentrated]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 1330
lq = 0.89

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 100
lq = 0.39

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 150
lq = 0.17

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

[aiOutlook.index]
value = 58
percentile = 57
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 63
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 61
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 50
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.0033
percentile = 1
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 = 0.13636363636363635
beta = 0.4545454545454546
gamma = 0.7727272727272727

[aiOutlook.bls]
growthPercent = 9.5
growthPercentile = 92
direction = "Growing fast"
annualOpeningsThousands = 0.7
annualOpeningsPercentile = 11
employment2024Thousands = 15.8
employment2034Thousands = 17.3

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.6329063
percentile = 63
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 = 0.7727272727272727
percentile = 61
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 = 0.1486045121320545
percentile = 50
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 = "Recommend assistive devices according to patients' needs or nature of impairments."
usagePercent = 0.003286649220037057
importance = 4.23

[[aiOutlook.usageTasks]]
task = "Provide information to the public on hearing or balance topics."
usagePercent = 0.0030812336437847413
importance = 3.77

[[aiOutlook.usageTasks]]
task = "Conduct or direct research on hearing or balance topics and report findings to help in the development of procedures, technology, or treatments."
usagePercent = 0.0015406168218923706
importance = 4

[[aiOutlook.usageTasks]]
task = "Measure noise levels in workplaces and conduct hearing conservation programs in industry, military, schools, and communities."
usagePercent = 0.0015406168218923706
importance = 3.7

[[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 = 22
skills = 38
capabilities = 120
tools = 27
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "f313332234906806"

[[tasks]]
text = "Maintain patient records at all stages, including initial and subsequent evaluation and treatment activities."
type = "Core"
iwa = "4.A.3.b.6.k"

[[tasks]]
text = "Evaluate hearing and balance disorders to determine diagnoses and courses of treatment."
type = "Core"
iwa = "4.A.2.a.4.f"

[[tasks]]
text = "Fit, dispense, and repair assistive devices, such as hearing aids."
type = "Core"
iwa = "4.A.3.a.2.x"

[[tasks]]
text = "Administer hearing tests and examine patients to collect information on type and degree of impairment, using specialized instruments and electronic equipment."
type = "Core"
iwa = "4.A.1.b.2.a"

[[tasks]]
text = "Monitor patients' progress and provide ongoing observation of hearing or balance status."
type = "Core"
iwa = "4.A.1.a.2.e"

[[tasks]]
text = "Instruct patients, parents, teachers, or employers in communication strategies to maximize effective receptive communication."
type = "Core"
iwa = "4.A.4.b.3.f"

[[tasks]]
text = "Counsel and instruct patients and their families in techniques to improve hearing and communication related to hearing loss."
type = "Core"
iwa = "4.A.4.b.3.f"

[[tasks]]
text = "Participate in conferences or training to update or share knowledge of new hearing or balance disorder treatment methods or technologies."
type = "Core"
iwa = "4.A.2.b.3.a"

[[tasks]]
text = "Refer patients to additional medical or educational services, if needed."
type = "Core"
iwa = "4.A.4.a.5.a"

[[tasks]]
text = "Examine and clean patients' ear canals."
type = "Core"
iwa = "4.A.1.b.2.i"

[[tasks]]
text = "Recommend assistive devices according to patients' needs or nature of impairments."
type = "Core"
iwa = "4.A.4.b.6.b"

[[tasks]]
text = "Advise educators or other medical staff on hearing or balance topics."
type = "Core"
iwa = "4.A.4.b.6.f"

[[activities]]
name = "Train patients, family members, or caregivers in techniques for managing disabilities or illnesses."
iwa = "4.A.4.b.3.f"

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

[[activities]]
name = "Enter patient or treatment data into computers."
iwa = "4.A.3.b.1.f"

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

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

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

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

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

[[activities]]
name = "Test patient hearing."
iwa = "4.A.1.b.2.a"

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

[[activities]]
name = "Operate diagnostic or therapeutic medical instruments or equipment."
iwa = "4.A.3.a.3.d"

[[activities]]
name = "Merchandise healthcare products or services."
iwa = "4.A.4.a.6.b"

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

[[activities]]
name = "Adjust prostheses or other assistive devices."
iwa = "4.A.3.a.2.x"

[[activities]]
name = "Advise medical personnel regarding healthcare issues."
iwa = "4.A.4.b.6.f"

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

[[activities]]
name = "Monitor patient progress or responses to treatments."
iwa = "4.A.1.a.2.e"

[[activities]]
name = "Inspect work environments to ensure safety."
iwa = "4.A.1.b.2.e"

[[activities]]
name = "Conduct health or safety training programs."
iwa = "4.A.4.b.3.f"

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

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

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

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

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

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

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

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.81

[[capabilities]]
name = "Therapy and Counseling"
family = "knowledge"
value = 4.59

[[capabilities]]
name = "Psychology"
family = "knowledge"
value = 4.32

[[capabilities]]
name = "Medicine and Dentistry"
family = "knowledge"
value = 4.27

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.18

[[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 = "Sales and Marketing"
family = "knowledge"
value = 4.09

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 4.09

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 4

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 4

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 4

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

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

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

[[capabilities]]
name = "Written 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 = 3.95

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.91

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.88

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

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.75

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

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

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.68

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3.62

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

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.62

[[capabilities]]
name = "Hearing Sensitivity"
family = "ability"
value = 3.5

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

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.38

[[capabilities]]
name = "Auditory Attention"
family = "ability"
value = 3.38

[[capabilities]]
name = "Economics and Accounting"
family = "knowledge"
value = 3.32

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Microsoft Excel"
category = "Spreadsheet software"
hot = true
inDemand = true

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

[[tools]]
example = "Epic Systems"
category = "Medical 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 = "Abacus Data Solutions HearWare"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Bio-logic Systems HINT Pro"
category = "Medical software"
hot = false
inDemand = false

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

[[tools]]
example = "Computers Unlimited TIMS for Audiology"
category = "Medical software"
hot = false
inDemand = false

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

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

[[tools]]
example = "Etymotic Research QuickSIN"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "GN Otometrics CHARTR EP"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Healthcare common procedure coding system HCPCS"
category = "Medical software"
hot = false
inDemand = false

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

[[tools]]
example = "Hearing aid fitting software"
category = "Medical software"
hot = false
inDemand = false

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

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

[[tools]]
example = "Real ear measurement REM software"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Siemens Hearing Instruments Practice Navigator"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Simply Hearing Software Simply Hearing OMS"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Starkey Laboratories ProHear"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Sycle practice management software"
category = "Medical software"
hot = false
inDemand = false

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

[[tools]]
example = "Vestibular Technologies ScreenTRAK"
category = "Medical software"
hot = false
inDemand = false

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

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.95

[[workContext]]
name = "Telephone Conversations"
value = 4.9

[[workContext]]
name = "Contact With Others"
value = 4.73

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 4.64

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.64

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.6

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.59

[[workContext]]
name = "Physical Proximity"
value = 4.5

[[workContext]]
name = "Frequency of Decision Making"
value = 4.45

[[workContext]]
name = "Written Letters and Memos"
value = 4.4

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.25

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.18

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.14

[[workContext]]
name = "Exposed to Disease or Infections"
value = 3.9

[[workContext]]
name = "Spend Time Sitting"
value = 3.82

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 3.67

[[workContext]]
name = "Time Pressure"
value = 3.55

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.45

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.43

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.35

[[workContext]]
name = "Level of Competition"
value = 3.32

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.05

[[workContext]]
name = "Conflict Situations"
value = 2.95

[[workContext]]
name = "Public Speaking"
value = 2.59

[[workContext]]
name = "Consequence of Error"
value = 2.59

[[workContext]]
name = "Spend Time Standing"
value = 2.43

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.41

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.29

[[workContext]]
name = "Degree of Automation"
value = 2.14

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 1.9

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 1.77

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.73

[[workContext]]
name = "Exposed to Contaminants"
value = 1.67

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 1.67

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 1.62

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 1.55

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 1.55

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.38

[[workContext]]
name = "Spend Time Keeping or Regaining Balance"
value = 1.27

[[personFit]]
name = "Dependability"
family = "work_style"
value = 9

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 8

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

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

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

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 5.93

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 5.92

[[personFit]]
name = "Intellectual Curiosity"
family = "work_style"
value = 5

[[personFit]]
name = "Medical Science"
family = "specific_interest_area"
value = 4.73

[[personFit]]
name = "Social Service"
family = "specific_interest_area"
value = 4.57

[[personFit]]
name = "Teaching/Education"
family = "specific_interest_area"
value = 4.37

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

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 3.98

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 3.97

[[personFit]]
name = "Professional Advising"
family = "specific_interest_area"
value = 3.97

[[personFit]]
name = "Life Science"
family = "specific_interest_area"
value = 3.47

[[relatedRoles]]
socCode = "29-2092.00"
slug = "role-29-2092-00"
title = "Hearing Aid Specialists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "29-1041.00"
slug = "role-29-1041-00"
title = "Optometrists"
tier = "Primary-Short"

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

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

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

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

[[relatedRoles]]
socCode = "29-1122.00"
slug = "role-29-1122-00"
title = "Occupational Therapists"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "29-1127.00"
slug = "role-29-1127-00"
title = "Speech-Language Pathologists"
tier = "Primary-Long"

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

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

[[relatedRoles]]
socCode = "29-1212.00"
slug = "role-29-1212-00"
title = "Cardiologists"
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 = 0.0033
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.6329063
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.0039067
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.6955392
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
