entityType = "role"
schemaVersion = "role.v1"
slug = "role-31-2012-00"
socCode = "31-2012.00"
title = "Occupational Therapy Aides"
summary = "Under close supervision of an occupational therapist or occupational therapy assistant, perform only delegated, selected, or routine tasks in specific situations. These duties include preparing patient and treatment room."
aliases = ["Occupational Therapy Aide (OT Aide)", "Rehabilitation Aide (Rehab Aide)", "Rehabilitation Services Aide", "Restorative Aide", "Certified Occupational Rehabilitation Aide (CORA)", "Direct Service Professional (DSP)", "Direct Support Professional (DSP)", "Occupational Rehabilitation Aide", "Occupational Therapist Aide (OT Aide)", "Independent Living Specialist", "Rehabilitation Nursing Technician (Rehab Nursing Tech)", "Rehabilitation Services Technician (Rehab Services Tech)"]

[preparation]
jobZone = "3"
jobZoneName = "Job Zone Three: Medium Preparation Needed"
education = "Most occupations in this zone require training in vocational schools, related on-the-job experience, or an associate's degree."
experience = "Previous work-related skill, knowledge, or experience is required for these occupations. For example, an electrician must have completed three or four years of apprenticeship or several years of vocational training, and often must have passed a licensing exam, in order to perform the job."
svpRange = "(6.0 to < 7.0)"

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 36.76

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 24.32

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 8.72

[[preparation.educationDistribution]]
label = "First Professional Degree"
percentage = 1.8

[educationLevel]
category = "High school diploma or equivalent"
slug = "high-school-diploma-or-equivalent"

[market]
medianWage = 37370
meanWage = 41850
pct10Wage = 27970
pct25Wage = 34840
pct75Wage = 44190
pct90Wage = 65580
employment = 5000
areaTitle = "U.S."

[industries]
count = 4

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 4800
medianWage = 37050
lq = 6.41

[[industries.top]]
naics = "621340"
slug = "621340"
title = "Offices of Physical, Occupational and Speech Therapists, and Audiologists"
level = "National industry"
employment = 2320
medianWage = 36460
lq = 150.11

[[industries.top]]
naics = "624120"
slug = "624120"
title = "Services for the Elderly and Persons with Disabilities"
level = "National industry"
employment = 110
medianWage = 26500
lq = 1.41

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
medianWage = 61950

[[industries.concentrated]]
naics = "621340"
slug = "621340"
title = "Offices of Physical, Occupational and Speech Therapists, and Audiologists"
level = "National industry"
employment = 2320
lq = 150.11

[[industries.concentrated]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 4800
lq = 6.41

[[industries.concentrated]]
naics = "624120"
slug = "624120"
title = "Services for the Elderly and Persons with Disabilities"
level = "National industry"
employment = 110
lq = 1.41

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

[aiOutlook.index]
value = 21
percentile = 18
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 26
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 29
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 9
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.27
percentile = 38
band = "Moderate"
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 = 0.2222222222222222
beta = 0.24074074074074073
gamma = 0.25925925925925924

[aiOutlook.bls]
growthPercent = 2.5
growthPercentile = 47
direction = "About average"
annualOpeningsThousands = 0.6
annualOpeningsPercentile = 9
employment2024Thousands = 5.2
employment2034Thousands = 5.3

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.7734322
percentile = 26
band = "Low"
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 = 0.25925925925925924
percentile = 29
band = "Low"
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 = 0.0463403751626936
percentile = 9
band = "Low"
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 = "Observe patients' attendance, progress, attitudes, and accomplishments and record and maintain information in client records."
usagePercent = 0.0017460323981446867
importance = 4.34

[[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 = 79
autonomyMedian = 3
dominantCollaboration = "task iteration"
automationShare = 36.71
augmentationShare = 60.76
workUsePercent = 89.87
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 60.76

[[aiPlaybook.collaboration]]
label = "directive"
percent = 36.71

[[aiPlaybook.useCase]]
label = "work"
percent = 89.87

[[aiPlaybook.delegatedTasks]]
task = "Observe patients' attendance, progress, attitudes, and accomplishments and record and maintain information in client records."
usagePercent = 0.007900987623452932
collaboration = "task iteration"
autonomyMedian = 3
sampleCount = 79

[[aiPlaybook.boundaryTasks]]
task = "Observe patients' attendance, progress, attitudes, and accomplishments and record and maintain information in client records."
humanNeededPercent = 94.9367088607595
sampleCount = 79

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: observe patients' attendance, progress, attitudes, and accomplishments and record and maintain information in client records. I'll give feedback as we go."
collaboration = "task iteration"

[counts]
tasks = 15
skills = 38
capabilities = 120
tools = 10
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "6c01c6264a7c0b7f"

[[tasks]]
text = "Encourage patients and attend to their physical needs to facilitate the attainment of therapeutic goals."
type = "Core"
iwa = "4.A.4.b.2.a"

[[tasks]]
text = "Report to supervisors or therapists, verbally or in writing, on patients' progress, attitudes, attendance, and accomplishments."
type = "Core"
iwa = "4.A.3.b.6.f"

[[tasks]]
text = "Evaluate the living skills and capacities of clients with physical, developmental, or mental health disabilities."
type = "Supplemental"
iwa = "4.A.1.b.2.a"

[[tasks]]
text = "Observe patients' attendance, progress, attitudes, and accomplishments and record and maintain information in client records."
type = "Core"
iwa = "4.A.1.a.2.e"

[[tasks]]
text = "Prepare and maintain work area, materials, and equipment and maintain inventory of treatment and educational supplies."
type = "Core"
iwa = "4.A.3.a.2.k"

[[tasks]]
text = "Transport patients to and from the occupational therapy work area."
type = "Core"
iwa = "4.A.3.a.1.m"

[[tasks]]
text = "Instruct patients and families in work, social, and living skills, the care and use of adaptive equipment, and other skills to facilitate home and work adjustment to disability."
type = "Core"
iwa = "4.A.4.b.3.a"

[[tasks]]
text = "Assist occupational therapists in planning, implementing, and administering therapy programs to restore, reinforce, and enhance performance, using selected activities and special equipment."
type = "Core"
iwa = "4.A.4.a.5.b"

[[tasks]]
text = "Demonstrate therapy techniques, such as manual and creative arts and games."
type = "Core"
iwa = "4.A.4.b.3.f"

[[tasks]]
text = "Manage intradepartmental infection control and equipment security."
type = "Core"
iwa = "4.A.1.a.2.g"

[[tasks]]
text = "Perform clerical, administrative, and secretarial duties, such as answering phones, restocking and ordering supplies, filling out paperwork, and scheduling appointments."
type = "Core"
iwa = "4.A.2.b.5.c"

[[tasks]]
text = "Supervise patients in choosing and completing work assignments or arts and crafts projects."
type = "Core"
iwa = "4.A.4.b.3.f"

[[emergingTasks]]
text = "Sanitize equipment."

[[activities]]
name = "Encourage patients during therapeutic activities."
iwa = "4.A.4.b.2.a"

[[activities]]
name = "Prepare medical reports or documents."
iwa = "4.A.3.b.6.f"

[[activities]]
name = "Communicate patient status to other health practitioners."
iwa = "4.A.4.a.2.d"

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

[[activities]]
name = "Record vital statistics or other health information."
iwa = "4.A.3.b.6.k"

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

[[activities]]
name = "Monitor work areas or procedures to ensure compliance with safety procedures."
iwa = "4.A.1.a.2.g"

[[activities]]
name = "Manage control system activities in organizations."
iwa = "4.A.4.b.4.g"

[[activities]]
name = "Administer screening tests to determine abilities or treatment needs."
iwa = "4.A.1.b.2.a"

[[activities]]
name = "Prepare patient treatment areas for use."
iwa = "4.A.3.a.2.k"

[[activities]]
name = "Maintain medical equipment or instruments."
iwa = "4.A.3.b.4.f"

[[activities]]
name = "Inventory medical supplies or equipment."
iwa = "4.A.4.c.3.g"

[[activities]]
name = "Teach basic living or other adaptive skills to patients or caregivers."
iwa = "4.A.4.b.3.a"

[[activities]]
name = "Teach medical procedures or medical equipment use to patients."
iwa = "4.A.4.b.3.f"

[[activities]]
name = "Engage patients in exercises or activities."
iwa = "4.A.4.b.3.f"

[[activities]]
name = "Implement therapeutic programs to improve patient functioning."
iwa = "4.A.4.a.5.b"

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

[[activities]]
name = "Stock medical or patient care supplies."
iwa = "4.A.3.a.2.ak"

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

[[activities]]
name = "Teach medical procedures to healthcare personnel."
iwa = "4.A.4.b.3.f"

[[activities]]
name = "Move patients to or from treatment areas."
iwa = "4.A.3.a.1.m"

[[activities]]
name = "Accompany patients or clients on outings to provide assistance."
iwa = "4.A.3.a.1.l"

[[capabilities]]
name = "Therapy and Counseling"
family = "knowledge"
value = 4.37

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.19

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.1

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

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

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 3.75

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.75

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.66

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 3.62

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.59

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.5

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 3.5

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

[[capabilities]]
name = "Medicine and Dentistry"
family = "knowledge"
value = 3.28

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.25

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

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.25

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.25

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.25

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.14

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.12

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 3.12

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.12

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.12

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3

[[capabilities]]
name = "Learning Strategies"
family = "essential_skill"
value = 3

[[capabilities]]
name = "Instructing"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3

[[capabilities]]
name = "Finger Dexterity"
family = "ability"
value = 3

[[capabilities]]
name = "Trunk Strength"
family = "ability"
value = 3

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 2.99

[[capabilities]]
name = "Persuasion"
family = "transferable_skill"
value = 2.88

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 2.88

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Microsoft Access"
category = "Data base user interface and query software"
hot = true
inDemand = false

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

[[tools]]
example = "Microsoft Office software"
category = "Office suite software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Outlook"
category = "Electronic mail software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft PowerPoint"
category = "Presentation software"
hot = true
inDemand = false

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

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

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

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

[[workContext]]
name = "Contact With Others"
value = 4.95

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

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.77

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.55

[[workContext]]
name = "Physical Proximity"
value = 4.49

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.39

[[workContext]]
name = "Exposed to Disease or Infections"
value = 4.13

[[workContext]]
name = "Time Pressure"
value = 4.11

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.98

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.95

[[workContext]]
name = "Frequency of Decision Making"
value = 3.83

[[workContext]]
name = "Telephone Conversations"
value = 3.82

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.82

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.8

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.77

[[workContext]]
name = "Spend Time Standing"
value = 3.74

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.62

[[workContext]]
name = "E-Mail"
value = 3.49

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.44

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.4

[[workContext]]
name = "Consequence of Error"
value = 3.2

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 3.18

[[workContext]]
name = "Written Letters and Memos"
value = 3.14

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.13

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.05

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.97

[[workContext]]
name = "Conflict Situations"
value = 2.87

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.81

[[workContext]]
name = "Spend Time Keeping or Regaining Balance"
value = 2.66

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.63

[[workContext]]
name = "Spend Time Sitting"
value = 2.55

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 2.49

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.49

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 2.45

[[workContext]]
name = "Exposed to Contaminants"
value = 2.38

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 2.29

[[workContext]]
name = "Level of Competition"
value = 2.21

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.11

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 2.07

[[workContext]]
name = "Public Speaking"
value = 1.91

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 6

[[personFit]]
name = "Health Care Service"
family = "specific_interest_area"
value = 5.85

[[personFit]]
name = "Social Service"
family = "specific_interest_area"
value = 5.53

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 3.91

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 3.72

[[personFit]]
name = "Teaching/Education"
family = "specific_interest_area"
value = 3.64

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 3.54

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

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 2.55

[[personFit]]
name = "Empathy"
family = "work_style"
value = 2.54

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 2.51

[[personFit]]
name = "Cooperation"
family = "work_style"
value = 2.51

[[personFit]]
name = "Social Science"
family = "specific_interest_area"
value = 2.4

[[personFit]]
name = "Professional Advising"
family = "specific_interest_area"
value = 2.4

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 2.4

[[personFit]]
name = "Social Orientation"
family = "work_style"
value = 1.92

[[relatedRoles]]
socCode = "31-2022.00"
slug = "role-31-2022-00"
title = "Physical Therapist Aides"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "31-2021.00"
slug = "role-31-2021-00"
title = "Physical Therapist Assistants"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "21-1015.00"
slug = "role-21-1015-00"
title = "Rehabilitation Counselors"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "31-1133.00"
slug = "role-31-1133-00"
title = "Psychiatric Aides"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "31-1121.00"
slug = "role-31-1121-00"
title = "Home Health Aides"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "29-1126.00"
slug = "role-29-1126-00"
title = "Respiratory Therapists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "31-1131.00"
slug = "role-31-1131-00"
title = "Nursing Assistants"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "29-2061.00"
slug = "role-29-2061-00"
title = "Licensed Practical and Licensed Vocational Nurses"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "29-1123.00"
slug = "role-29-1123-00"
title = "Physical Therapists"
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 = 0.27
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.7734322
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -1.602236
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.3573223
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
