entityType = "role"
schemaVersion = "role.v1"
slug = "role-29-1127-00"
socCode = "29-1127.00"
title = "Speech-Language Pathologists"
summary = "Assess and treat persons with speech, language, voice, and fluency disorders. May select alternative communication systems and teach their use. May perform research related to speech and language problems."
aliases = ["Bilingual Speech-Language Pathologist (Bilingual SLP)", "Speech Pathologist", "Speech and Language Specialist", "Speech-Language Pathologist (SLP)", "Pediatric Speech-Language Pathologist (Pediatric SLP)", "Speech Clinician", "Speech Therapist", "Speech and Language Clinician", "Speech and Language Teacher", "Speech and Language Therapist", "Home Health SLP (Home Health Speech Language Pathologist)", "Language Pathologist"]
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 = "Master's Degree"
percentage = 88.52

[[preparation.educationDistribution]]
label = "Post-Master's Certificate"
percentage = 11.48

[educationLevel]
category = "Master's degree"
slug = "master-s-degree"

[market]
medianWage = 95410
meanWage = 95840
pct10Wage = 60480
pct25Wage = 75310
pct75Wage = 112510
pct90Wage = 132850
employment = 178790
areaTitle = "U.S."

[industries]
count = 15

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 95310
medianWage = 101230
lq = 3.56

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 75020
medianWage = 80280
lq = 4.74

[[industries.top]]
naics = "621340"
slug = "621340"
title = "Offices of Physical, Occupational and Speech Therapists, and Audiologists"
level = "National industry"
employment = 47050
medianWage = 98470
lq = 85.14

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 2990
medianWage = 101190
lq = 0.29

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 2760
medianWage = 100140
lq = 0.9

[[industries.top]]
naics = "624120"
slug = "624120"
title = "Services for the Elderly and Persons with Disabilities"
level = "National industry"
employment = 1850
medianWage = 85060
lq = 0.66

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 930
medianWage = 75990
lq = 0.29

[[industries.top]]
naics = "621330"
slug = "621330"
title = "Offices of Mental Health Practitioners (except Physicians)"
level = "National industry"
employment = 900
medianWage = 114050
lq = 3.21

[[industries.top]]
naics = "623210"
slug = "623210"
title = "Residential Intellectual and Developmental Disability Facilities"
level = "National industry"
employment = 430
medianWage = 93780
lq = 0.95

[[industries.top]]
naics = "621420"
slug = "621420"
title = "Outpatient Mental Health and Substance Abuse Centers"
level = "National industry"
employment = 220
medianWage = 79130
lq = 0.61

[[industries.top]]
naics = "623220"
slug = "623220"
title = "Residential Mental Health and Substance Abuse Facilities"
level = "National industry"
employment = 120
medianWage = 75000
lq = 0.4

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 100
medianWage = 86700
lq = 0.02

[[industries.concentrated]]
naics = "621340"
slug = "621340"
title = "Offices of Physical, Occupational and Speech Therapists, and Audiologists"
level = "National industry"
employment = 47050
lq = 85.14

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 75020
lq = 4.74

[[industries.concentrated]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 95310
lq = 3.56

[[industries.concentrated]]
naics = "621330"
slug = "621330"
title = "Offices of Mental Health Practitioners (except Physicians)"
level = "National industry"
employment = 900
lq = 3.21

[[industries.concentrated]]
naics = "623210"
slug = "623210"
title = "Residential Intellectual and Developmental Disability Facilities"
level = "National industry"
employment = 430
lq = 0.95

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 2760
lq = 0.9

[[industries.concentrated]]
naics = "624120"
slug = "624120"
title = "Services for the Elderly and Persons with Disabilities"
level = "National industry"
employment = 1850
lq = 0.66

[[industries.concentrated]]
naics = "621420"
slug = "621420"
title = "Outpatient Mental Health and Substance Abuse Centers"
level = "National industry"
employment = 220
lq = 0.61

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

[aiOutlook.index]
value = 61
percentile = 60
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 81
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 58
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 45
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.0064
percentile = 4
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 = 0.17073170731707318
beta = 0.45121951219512196
gamma = 0.7317073170731707

[aiOutlook.bls]
growthPercent = 15
growthPercentile = 97
direction = "Growing fast"
annualOpeningsThousands = 13.3
annualOpeningsPercentile = 69
employment2024Thousands = 187.4
employment2034Thousands = 215.5

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 1.146267
percentile = 81
band = "High"
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 = 0.7317073170731707
percentile = 58
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 = 0.13790243672418953
percentile = 45
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 = "Monitor patients' progress and adjust treatments accordingly."
usagePercent = 0.004005603736920163
importance = 4.84

[[aiOutlook.usageTasks]]
task = "Write reports and maintain proper documentation of information, such as client Medicaid or billing records or caseload activities, including the initial evaluation, treatment, progress, and discharge of clients."
usagePercent = 0.0035947725844155307
importance = 4.87

[[aiOutlook.usageTasks]]
task = "Provide communication instruction to dialect speakers or students with limited English proficiency."
usagePercent = 0.002567694703153951
importance = 4.07

[[aiOutlook.usageTasks]]
task = "Conduct or direct research on speech or hearing topics and report findings for use in developing procedures, technologies, or treatments."
usagePercent = 0.0020541557625231607
importance = 3.39

[[aiOutlook.usageTasks]]
task = "Develop or implement treatment plans for problems such as stuttering, delayed language, swallowing disorders, or inappropriate pitch or harsh voice problems, based on own assessments and recommendations of physicians, psychologists, or social workers."
usagePercent = 0.0016433246100185286
importance = 4.84

[[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 = 1
totalSample = 38
autonomyMedian = 4
dominantCollaboration = "feedback loop"
automationShare = 44.74
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "feedback loop"
percent = 44.74

[[aiPlaybook.useCase]]
label = "personal"
percent = 89.47

[[aiPlaybook.delegatedTasks]]
task = "Monitor patients' progress and adjust treatments accordingly."
usagePercent = 0.003800475059382423
collaboration = "feedback loop"
autonomyMedian = 4
sampleCount = 38

[[aiPlaybook.boundaryTasks]]
task = "Monitor patients' progress and adjust treatments accordingly."
humanNeededPercent = 73.68421052631578
sampleCount = 38

[[aiPlaybook.seedPrompts]]
prompt = "Help me monitor patients' progress and adjust treatments accordingly. Share a first pass, then we'll refine it together."
collaboration = "feedback loop"

[counts]
tasks = 23
skills = 36
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 = "8560589319b75788"

[[tasks]]
text = "Evaluate hearing or speech and language test results, barium swallow results, or medical or background information to diagnose and plan treatment for speech, language, fluency, voice, or swallowing disorders."
type = "Core"
iwa = "4.A.2.a.4.f"

[[tasks]]
text = "Write reports and maintain proper documentation of information, such as client Medicaid or billing records or caseload activities, including the initial evaluation, treatment, progress, and discharge of clients."
type = "Core"
iwa = "4.A.3.b.6.f"

[[tasks]]
text = "Monitor patients' progress and adjust treatments accordingly."
type = "Core"
iwa = "4.A.1.a.2.e"

[[tasks]]
text = "Develop or implement treatment plans for problems such as stuttering, delayed language, swallowing disorders, or inappropriate pitch or harsh voice problems, based on own assessments and recommendations of physicians, psychologists, or social workers."
type = "Core"
iwa = "4.A.2.b.2.a"

[[tasks]]
text = "Administer hearing or speech and language evaluations, tests, or examinations to patients to collect information on type and degree of impairments, using written or oral tests or special instruments."
type = "Core"
iwa = "4.A.1.b.2.a"

[[tasks]]
text = "Educate patients and family members about various topics, such as communication techniques or strategies to cope with or to avoid personal misunderstandings."
type = "Core"
iwa = "4.A.4.b.3.f"

[[tasks]]
text = "Supervise or collaborate with therapy team."
type = "Core"
iwa = "4.A.4.a.2.d"

[[tasks]]
text = "Participate in and write reports for meetings regarding patients' progress, such as individualized educational planning (IEP) meetings, in-service meetings, or intervention assistance team meetings."
type = "Core"
iwa = "4.A.3.b.6.f"

[[tasks]]
text = "Instruct clients in techniques for more effective communication, such as sign language, lip reading, or voice improvement."
type = "Core"
iwa = "4.A.4.b.3.f"

[[tasks]]
text = "Teach clients to control or strengthen tongue, jaw, face muscles, or breathing mechanisms."
type = "Core"
iwa = "4.A.4.b.3.f"

[[tasks]]
text = "Develop speech exercise programs to reduce disabilities."
type = "Core"
iwa = "4.A.2.b.2.a"

[[tasks]]
text = "Consult with and advise educators or medical staff on speech or hearing topics, such as communication strategies or speech and language stimulation."
type = "Core"
iwa = "4.A.4.b.6.f"

[[activities]]
name = "Analyze patient data to determine patient needs or treatment goals."
iwa = "4.A.2.a.4.f"

[[activities]]
name = "Prepare reports summarizing patient diagnostic or care activities."
iwa = "4.A.3.b.6.f"

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

[[activities]]
name = "Develop treatment plans that use non-medical therapies."
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 = "Schedule patient procedures or appointments."
iwa = "4.A.2.b.5.c"

[[activities]]
name = "Prepare healthcare training materials."
iwa = "4.A.3.b.6.l"

[[activities]]
name = "Process healthcare paperwork."
iwa = "4.A.4.c.1.a"

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

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

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

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

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

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

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

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

[[activities]]
name = "Train caregivers or other non-medical personnel."
iwa = "4.A.4.b.3.f"

[[activities]]
name = "Develop strategies or programs for students with special needs."
iwa = "4.A.2.b.2.l"

[[activities]]
name = "Assist students with special educational needs."
iwa = "4.A.4.a.5.i"

[[activities]]
name = "Teach classes in area of specialization."
iwa = "4.A.4.b.3.b"

[[activities]]
name = "Lead classes or community events."
iwa = "4.A.4.b.3.b"

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

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

[[activities]]
name = "Supervise student research or internship work."
iwa = "4.A.4.b.4.a"

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.89

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 4.5

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

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 4.25

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 4.25

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 4.17

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

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 4.12

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 4.12

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 4.12

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

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

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.02

[[capabilities]]
name = "Psychology"
family = "knowledge"
value = 4.02

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

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

[[capabilities]]
name = "Learning Strategies"
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 = "Therapy and Counseling"
family = "knowledge"
value = 3.95

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.88

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

[[capabilities]]
name = "Instructing"
family = "transferable_skill"
value = 3.88

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

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

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

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.75

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

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.75

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

[[capabilities]]
name = "Hearing Sensitivity"
family = "ability"
value = 3.62

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.57

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3.25

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

[[capabilities]]
name = "Originality"
family = "ability"
value = 3.25

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

[[capabilities]]
name = "Sociology and Anthropology"
family = "knowledge"
value = 3.23

[[capabilities]]
name = "Medicine and Dentistry"
family = "knowledge"
value = 3.15

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Adobe Audition"
category = "Music or sound editing software"
hot = false
inDemand = false

[[tools]]
example = "Apple Logic Pro"
category = "Music or sound editing software"
hot = false
inDemand = false

[[tools]]
example = "Avaaz Innovations AphasiaMate"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Avaaz Innovations Computerized Speech Research Environment CSRE"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Avaaz Innovations Interactive Voice Analysis System IVANS"
category = "Medical software"
hot = false
inDemand = false

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

[[tools]]
example = "Bungalow Software Aphasia Tutor"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Dropbox"
category = "Cloud-based data access and sharing software"
hot = false
inDemand = false

[[tools]]
example = "ELR Software eLr Extra Language Resources"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Email software"
category = "Electronic mail software"
hot = false
inDemand = false

[[tools]]
example = "KayPENTAX Multi-Speech"
category = "Medical software"
hot = false
inDemand = false

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

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

[[tools]]
example = "Learning Fundamentals Speech Visualization"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Micro Video Voice Speech Training System"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Propeller Multimedia React2"
category = "Medical software"
hot = false
inDemand = false

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

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

[[tools]]
example = "Tadpoles"
category = "Desktop communications software"
hot = false
inDemand = false

[[tools]]
example = "Text to speech software"
category = "Computer based training software"
hot = false
inDemand = false

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

[[tools]]
example = "Words+ E Z Keys for Windows"
category = "Voice recognition software"
hot = false
inDemand = false

[[tools]]
example = "YouTube"
category = "Video creation and editing software"
hot = false
inDemand = false

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

[[workContext]]
name = "Contact With Others"
value = 4.99

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.89

[[workContext]]
name = "Physical Proximity"
value = 4.78

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.62

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.61

[[workContext]]
name = "Time Pressure"
value = 4.59

[[workContext]]
name = "Frequency of Decision Making"
value = 4.25

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.19

[[workContext]]
name = "E-Mail"
value = 4.18

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.01

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.95

[[workContext]]
name = "Spend Time Sitting"
value = 3.88

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.8

[[workContext]]
name = "Telephone Conversations"
value = 3.79

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.65

[[workContext]]
name = "Exposed to Disease or Infections"
value = 3.47

[[workContext]]
name = "Written Letters and Memos"
value = 3.38

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.34

[[workContext]]
name = "Consequence of Error"
value = 3.18

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.98

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.81

[[workContext]]
name = "Conflict Situations"
value = 2.78

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 2.73

[[workContext]]
name = "Spend Time Standing"
value = 2.69

[[workContext]]
name = "Level of Competition"
value = 2.67

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.65

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.63

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.61

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.44

[[workContext]]
name = "Exposed to Contaminants"
value = 2.2

[[workContext]]
name = "Public Speaking"
value = 2.06

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 1.91

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.83

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 1.6

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 1.59

[[workContext]]
name = "Degree of Automation"
value = 1.57

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 1.56

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.54

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 1.46

[[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 = "Health Care Service"
family = "specific_interest_area"
value = 6.38

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 6.09

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

[[personFit]]
name = "Social Service"
family = "specific_interest_area"
value = 5.99

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 5.57

[[personFit]]
name = "Teaching/Education"
family = "specific_interest_area"
value = 5.14

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

[[personFit]]
name = "Professional Advising"
family = "specific_interest_area"
value = 4.38

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.03

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

[[personFit]]
name = "Social Science"
family = "specific_interest_area"
value = 3.97

[[personFit]]
name = "Medical Science"
family = "specific_interest_area"
value = 3.72

[[relatedRoles]]
socCode = "31-9099.01"
slug = "role-31-9099-01"
title = "Speech-Language Pathology Assistants"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "31-2011.00"
slug = "role-31-2011-00"
title = "Occupational Therapy Assistants"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "29-1181.00"
slug = "role-29-1181-00"
title = "Audiologists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "31-2012.00"
slug = "role-31-2012-00"
title = "Occupational Therapy Aides"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "29-1125.00"
slug = "role-29-1125-00"
title = "Recreational Therapists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "19-3033.00"
slug = "role-19-3033-00"
title = "Clinical and Counseling Psychologists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "29-1141.02"
slug = "role-29-1141-02"
title = "Advanced Practice Psychiatric Nurses"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "29-1122.01"
slug = "role-29-1122-01"
title = "Low Vision Therapists, Orientation and Mobility Specialists, and Vision Rehabilitation Therapists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "29-1123.00"
slug = "role-29-1123-00"
title = "Physical Therapists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "29-2053.00"
slug = "role-29-2053-00"
title = "Psychiatric Technicians"
tier = "Supplemental"

[[relatedRoles]]
socCode = "31-2021.00"
slug = "role-31-2021-00"
title = "Physical Therapist Assistants"
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 = 0.0064
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 1.146267
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.2294094
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 1.343344
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
