entityType = "role"
schemaVersion = "role.v1"
slug = "role-31-2022-00"
socCode = "31-2022.00"
title = "Physical Therapist Aides"
summary = "Under close supervision of a physical therapist or physical therapy assistant, perform only delegated, selected, or routine tasks in specific situations. These duties include preparing the patient and the treatment area."
aliases = ["PT Tech (Physical Therapy Technician)", "Physical Therapist Aide (PTA)", "Physical Therapy Aide (PTA)", "Rehabilitation Technician (Rehabilitation Tech)", "PT Attendant (Physical Therapy Attendant)", "PT Tech (Physical Therapist Technician)", "Rehabilitation Aide", "Rehabilitation Attendant", "Restorative Aide (RA)", "Therapy Aide", "Aide", "Outpatient Aide"]
emergingTasks = []

[preparation]
jobZone = "2"
jobZoneName = "Job Zone 1-2: Very Little to Some Preparation Needed"
education = "Usually requires a high school diploma or GED, though some occupations may not."
experience = "Some occupations may need little or no previous experience; others require several months to a year of experience. For example, landscaping and groundskeeping workers might require very little training or previous experience, while agricultural equipment operators can benefit from on-the job training."
svpRange = "(Below 6.0)"

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 34.41

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 25.1

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 10.09

[[preparation.educationDistribution]]
label = "Doctoral Degree"
percentage = 10.09

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 9.61

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 8.62

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 2.09

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

[market]
medianWage = 34520
meanWage = 35510
pct10Wage = 24960
pct25Wage = 29710
pct75Wage = 38240
pct90Wage = 46930
employment = 44010
areaTitle = "U.S."

[industries]
count = 7

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 42910
medianWage = 34370
lq = 6.51

[[industries.top]]
naics = "621340"
slug = "621340"
title = "Offices of Physical, Occupational and Speech Therapists, and Audiologists"
level = "National industry"
employment = 29210
medianWage = 32640
lq = 214.72

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 150
medianWage = 35610
lq = 0.06

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 40
medianWage = 34420

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
medianWage = 42230

[[industries.top]]
naics = "621310"
slug = "621310"
title = "Offices of Chiropractors"
level = "National industry"
medianWage = 34580

[[industries.top]]
naics = "624120"
slug = "624120"
title = "Services for the Elderly and Persons with Disabilities"
level = "National industry"
medianWage = 46140

[[industries.concentrated]]
naics = "621340"
slug = "621340"
title = "Offices of Physical, Occupational and Speech Therapists, and Audiologists"
level = "National industry"
employment = 29210
lq = 214.72

[[industries.concentrated]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 42910
lq = 6.51

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 150
lq = 0.06

[aiOutlook]
teleworkable = false
usageTasks = []

[aiOutlook.index]
value = 19
percentile = 16
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 22
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 28
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 7
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.61
percentile = 52
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 = 0.12121212121212122
beta = 0.18181818181818182
gamma = 0.24242424242424243

[aiOutlook.bls]
growthPercent = 2.8
growthPercentile = 50
direction = "About average"
annualOpeningsThousands = 6.6
annualOpeningsPercentile = 54
employment2024Thousands = 45.6
employment2034Thousands = 46.9

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.8823265
percentile = 22
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 = 0.24242424242424243
percentile = 28
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 = 0.03762436895449374
percentile = 7
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.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 = 19
skills = 35
capabilities = 120
tools = 9
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "ab695c77d293d45f"

[[tasks]]
text = "Clean and organize work area and disinfect equipment after treatment."
type = "Core"
iwa = "4.A.3.a.1.c"

[[tasks]]
text = "Secure patients into or onto therapy equipment."
type = "Core"
iwa = "4.A.4.a.5.k"

[[tasks]]
text = "Instruct, motivate, safeguard, or assist patients practicing exercises or functional activities, under direction of medical staff."
type = "Core"
iwa = "4.A.4.b.2.a"

[[tasks]]
text = "Confer with physical therapy staff or others to discuss and evaluate patient information for planning, modifying, or coordinating treatment."
type = "Core"
iwa = "4.A.4.a.2.d"

[[tasks]]
text = "Observe patients during treatment to compile and evaluate data on patients' responses and progress and report to physical therapist."
type = "Core"
iwa = "4.A.1.a.2.e"

[[tasks]]
text = "Administer active or passive manual therapeutic exercises, therapeutic massage, or heat, light, sound, water, or electrical modality treatments, such as ultrasound."
type = "Core"
iwa = "4.A.4.a.5.b"

[[tasks]]
text = "Change linens, such as bed sheets and pillow cases."
type = "Core"
iwa = "4.A.3.a.1.c"

[[tasks]]
text = "Record treatment given and equipment used."
type = "Supplemental"
iwa = "4.A.3.b.6.k"

[[tasks]]
text = "Transport patients to and from treatment areas, using wheelchairs or providing standing support."
type = "Core"
iwa = "4.A.3.a.1.m"

[[tasks]]
text = "Measure patient's range-of-joint motion, body parts, or vital signs to determine effects of treatments or for patient evaluations."
type = "Supplemental"
iwa = "4.A.2.a.1.f"

[[tasks]]
text = "Perform clerical duties, such as taking inventory, ordering supplies, answering telephone, taking messages, or filling out forms."
type = "Core"
iwa = "4.A.4.c.1.a"

[[tasks]]
text = "Schedule patient appointments with physical therapists and coordinate therapists' schedules."
type = "Core"
iwa = "4.A.2.b.5.c"

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

[[activities]]
name = "Clean patient rooms or patient treatment rooms."
iwa = "4.A.3.a.1.c"

[[activities]]
name = "Clean medical equipment."
iwa = "4.A.3.a.1.i"

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

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

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

[[activities]]
name = "Hold patients to ensure proper positioning or safety."
iwa = "4.A.4.a.5.k"

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

[[activities]]
name = "Confer with other professionals to plan patient care."
iwa = "4.A.4.a.2.d"

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

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

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

[[activities]]
name = "Prepare medical instruments or equipment 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 = "Administer therapy treatments to patients using hands or physical treatment aids."
iwa = "4.A.4.a.5.b"

[[activities]]
name = "Assist patients with daily activities."
iwa = "4.A.4.a.5.i"

[[activities]]
name = "Assess physical conditions of patients to aid in diagnosis or treatment."
iwa = "4.A.2.a.1.f"

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

[[activities]]
name = "Fit patients for assistive devices."
iwa = "4.A.4.a.5.f"

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

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.48

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.03

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.62

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.49

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 3.38

[[capabilities]]
name = "Therapy and Counseling"
family = "knowledge"
value = 3.33

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

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.25

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

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

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.12

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

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

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.12

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 3

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 3

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3

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

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

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

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 3

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3

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

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3

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

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3

[[capabilities]]
name = "Psychology"
family = "knowledge"
value = 2.98

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 2.89

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 2.88

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 2.88

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 2.88

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

[[capabilities]]
name = "Finger Dexterity"
family = "ability"
value = 2.88

[[capabilities]]
name = "Multilimb Coordination"
family = "ability"
value = 2.88

[[capabilities]]
name = "Static Strength"
family = "ability"
value = 2.88

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 2.82

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 2.75

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Patient record maintenance 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 = 4.8

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.69

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.55

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

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.13

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.11

[[workContext]]
name = "Spend Time Standing"
value = 4.09

[[workContext]]
name = "Telephone Conversations"
value = 4.07

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.89

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.85

[[workContext]]
name = "Exposed to Disease or Infections"
value = 3.84

[[workContext]]
name = "E-Mail"
value = 3.81

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.77

[[workContext]]
name = "Frequency of Decision Making"
value = 3.68

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.64

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.57

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.48

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 3.41

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.39

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 3.36

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 3.33

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.25

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.21

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.09

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.09

[[workContext]]
name = "Time Pressure"
value = 3.04

[[workContext]]
name = "Written Letters and Memos"
value = 2.99

[[workContext]]
name = "Consequence of Error"
value = 2.97

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.82

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 2.55

[[workContext]]
name = "Conflict Situations"
value = 2.53

[[workContext]]
name = "Exposed to Contaminants"
value = 2.34

[[workContext]]
name = "Level of Competition"
value = 2.3

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.29

[[workContext]]
name = "Spend Time Sitting"
value = 2.01

[[workContext]]
name = "Spend Time Keeping or Regaining Balance"
value = 1.96

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 1.77

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 1.75

[[workContext]]
name = "Degree of Automation"
value = 1.64

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.61

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 5.95

[[personFit]]
name = "Health Care Service"
family = "specific_interest_area"
value = 5.81

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 4.74

[[personFit]]
name = "Social Service"
family = "specific_interest_area"
value = 4.62

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 3.92

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 3.57

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 3.49

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

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 2.58

[[personFit]]
name = "Cooperation"
family = "work_style"
value = 2.47

[[personFit]]
name = "Teaching/Education"
family = "specific_interest_area"
value = 2.45

[[personFit]]
name = "Athletics"
family = "specific_interest_area"
value = 2.29

[[personFit]]
name = "Empathy"
family = "work_style"
value = 2.23

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 2.06

[[personFit]]
name = "Medical Science"
family = "specific_interest_area"
value = 2

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2

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

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

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

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

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

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

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

[[relatedRoles]]
socCode = "31-9092.00"
slug = "role-31-9092-00"
title = "Medical Assistants"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "31-9011.00"
slug = "role-31-9011-00"
title = "Massage Therapists"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "29-1229.04"
slug = "role-29-1229-04"
title = "Physical Medicine and Rehabilitation Physicians"
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 = 0.61
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.8823265
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -1.427901
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.6148192
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
