entityType = "role"
schemaVersion = "role.v1"
slug = "role-39-9041-00"
socCode = "39-9041.00"
title = "Residential Advisors"
summary = "Coordinate activities in resident facilities in secondary school and college dormitories, group homes, or similar establishments. Order supplies and determine need for maintenance, repairs, and furnishings. May maintain household records and assign rooms. May assist residents with problem solving or refer them to counseling resources."
aliases = ["Residence Hall Director", "Residence Life Director", "Resident Assistant", "Resident Director", "Hall Coordinator", "Residence Director", "Residence Life Coordinator", "Resident Advisor", "Residential Coordinator", "Residential Life Director", "Cottage Parent", "Cottage Supervisor"]

[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 = "Some College Courses"
percentage = 50.25

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 31.29

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 7.32

[[preparation.educationDistribution]]
label = "Doctoral Degree"
percentage = 6.34

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 3.35

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 1.45

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

[market]
medianWage = 39180
meanWage = 41590
pct10Wage = 28490
pct25Wage = 33890
pct75Wage = 47590
pct90Wage = 58350
employment = 82810
areaTitle = "U.S."

[industries]
count = 13

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 59220
medianWage = 38720
lq = 4.77

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 14140
medianWage = 39340
lq = 1.93

[[industries.top]]
naics = "623220"
slug = "623220"
title = "Residential Mental Health and Substance Abuse Facilities"
level = "National industry"
employment = 9760
medianWage = 37030
lq = 70.25

[[industries.top]]
naics = "623210"
slug = "623210"
title = "Residential Intellectual and Developmental Disability Facilities"
level = "National industry"
employment = 9750
medianWage = 44490
lq = 46.63

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 2270
medianWage = 40510
lq = 1.79

[[industries.top]]
naics = "624120"
slug = "624120"
title = "Services for the Elderly and Persons with Disabilities"
level = "National industry"
employment = 1690
medianWage = 37840
lq = 1.31

[[industries.top]]
naics = "621420"
slug = "621420"
title = "Outpatient Mental Health and Substance Abuse Centers"
level = "National industry"
employment = 1410
medianWage = 35970
lq = 8.48

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 1110
medianWage = 38000
lq = 0.47

[[industries.top]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 1050
medianWage = 41700
lq = 0.14

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 540
medianWage = 38730
lq = 0.11

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 360
medianWage = 52040
lq = 0.24

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 270
medianWage = 43620
lq = 0.19

[[industries.concentrated]]
naics = "623220"
slug = "623220"
title = "Residential Mental Health and Substance Abuse Facilities"
level = "National industry"
employment = 9760
lq = 70.25

[[industries.concentrated]]
naics = "623210"
slug = "623210"
title = "Residential Intellectual and Developmental Disability Facilities"
level = "National industry"
employment = 9750
lq = 46.63

[[industries.concentrated]]
naics = "621420"
slug = "621420"
title = "Outpatient Mental Health and Substance Abuse Centers"
level = "National industry"
employment = 1410
lq = 8.48

[[industries.concentrated]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 59220
lq = 4.77

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 14140
lq = 1.93

[[industries.concentrated]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 2270
lq = 1.79

[[industries.concentrated]]
naics = "624120"
slug = "624120"
title = "Services for the Elderly and Persons with Disabilities"
level = "National industry"
employment = 1690
lq = 1.31

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 1110
lq = 0.47

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

[aiOutlook.index]
value = 48
percentile = 47
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 59
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 37
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 48
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.064
percentile = 24
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 = 0.1
beta = 0.24000000000000002
gamma = 0.38

[aiOutlook.bls]
growthPercent = 3.8
growthPercentile = 62
direction = "About average"
annualOpeningsThousands = 17.4
annualOpeningsPercentile = 76
employment2024Thousands = 91.2
employment2034Thousands = 94.7

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.4746119
percentile = 59
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 = 0.38
percentile = 37
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 = 0.14416920079676096
percentile = 48
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 = "Answer telephones, and route calls or deliver messages."
usagePercent = 0.014481798125788283
importance = 3.79

[[aiOutlook.usageTasks]]
task = "Develop program plans for individuals or assist in plan development."
usagePercent = 0.013249304668274384
importance = 3.97

[[aiOutlook.usageTasks]]
task = "Communicate with other staff to resolve problems with individual students."
usagePercent = 0.007805791897588011
importance = 4.57

[[aiOutlook.usageTasks]]
task = "Mediate interpersonal problems between residents."
usagePercent = 0.004827266041929427
importance = 4.24

[[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 = 2
taskCount = 3
totalSample = 130
autonomyMedian = 3.5
dominantCollaboration = "directive"
automationShare = 43.12
augmentationShare = 38.53
workUsePercent = 55.96
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 43.12

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 38.53

[[aiPlaybook.useCase]]
label = "work"
percent = 55.96

[[aiPlaybook.useCase]]
label = "personal"
percent = 17.43

[[aiPlaybook.delegatedTasks]]
task = "Develop program plans for individuals or assist in plan development."
usagePercent = 0.006700837604700588
collaboration = "directive"
autonomyMedian = 4
sampleCount = 67

[[aiPlaybook.delegatedTasks]]
task = "Provide requested information on students' progress and the development of case plans."
usagePercent = 0.004200525065633205
collaboration = "directive"
autonomyMedian = 3
sampleCount = 42

[[aiPlaybook.boundaryTasks]]
task = "Provide requested information on students' progress and the development of case plans."
humanNeededPercent = 100
sampleCount = 42

[[aiPlaybook.boundaryTasks]]
task = "Develop program plans for individuals or assist in plan development."
humanNeededPercent = 95.52238805970148
sampleCount = 67

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: develop program plans for individuals or assist in plan development. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: provide requested information on students' progress and the development of case plans. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 30
skills = 39
capabilities = 120
tools = 11
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "2df17695188177d3"

[[tasks]]
text = "Communicate with other staff to resolve problems with individual students."
type = "Core"
iwa = "4.A.4.b.1.a"

[[tasks]]
text = "Observe students to detect and report unusual behavior."
type = "Core"
iwa = "4.A.1.a.2.f"

[[tasks]]
text = "Supervise, train, and evaluate residence hall staff, including resident assistants, participants in work-study programs, and other student workers."
type = "Core"
iwa = "4.A.2.a.1.d"

[[tasks]]
text = "Provide emergency first aid and summon medical assistance when necessary."
type = "Core"
iwa = "4.A.4.a.5.g"

[[tasks]]
text = "Make regular rounds to ensure that residents and areas are safe and secure."
type = "Core"
iwa = "4.A.1.a.2.g"

[[tasks]]
text = "Mediate interpersonal problems between residents."
type = "Core"
iwa = "4.A.4.a.7.a"

[[tasks]]
text = "Enforce rules and regulations to ensure the smooth and orderly operation of dormitory programs."
type = "Core"
iwa = "4.A.3.a.1.k"

[[tasks]]
text = "Determine the need for facility maintenance and repair, and notify appropriate personnel."
type = "Core"
iwa = "4.A.1.b.2.e"

[[tasks]]
text = "Collaborate with counselors to develop counseling programs that address the needs of individual students."
type = "Core"
iwa = "4.A.2.b.2.v"

[[tasks]]
text = "Develop and coordinate educational programs for residents."
type = "Core"
iwa = "4.A.2.b.2.l"

[[tasks]]
text = "Develop program plans for individuals or assist in plan development."
type = "Core"
iwa = "4.A.2.b.2.l"

[[tasks]]
text = "Oversee departmental budget."
type = "Supplemental"
iwa = "4.A.4.b.4.h"

[[emergingTasks]]
text = "Advise student organizations."

[[activities]]
name = "Develop educational or training programs."
iwa = "4.A.2.b.2.l"

[[activities]]
name = "Teach daily living skills or behaviors."
iwa = "4.A.4.b.3.a"

[[activities]]
name = "Evaluate employee performance."
iwa = "4.A.2.a.1.d"

[[activities]]
name = "Train service staff."
iwa = "4.A.4.b.3.d"

[[activities]]
name = "Supervise service workers."
iwa = "4.A.4.b.4.a"

[[activities]]
name = "Manage budgets for personal services operations."
iwa = "4.A.4.b.4.h"

[[activities]]
name = "Enforce rules or regulations."
iwa = "4.A.3.a.1.k"

[[activities]]
name = "Administer first aid."
iwa = "4.A.4.a.5.g"

[[activities]]
name = "Mediate disputes."
iwa = "4.A.4.a.7.a"

[[activities]]
name = "Enforce rules or policies governing student behavior."
iwa = "4.A.1.a.2.f"

[[activities]]
name = "Communicate with management or other staff to resolve problems."
iwa = "4.A.4.b.1.a"

[[activities]]
name = "Provide counsel, comfort, or encouragement to individuals or families."
iwa = "4.A.4.b.6.j"

[[activities]]
name = "Monitor environment to ensure safety."
iwa = "4.A.1.a.2.g"

[[activities]]
name = "Monitor patron activities to identify problems or potential problems."
iwa = "4.A.1.a.2.f"

[[activities]]
name = "Inspect facilities."
iwa = "4.A.1.b.2.e"

[[activities]]
name = "Develop plans for programs or services."
iwa = "4.A.2.b.2.v"

[[activities]]
name = "Meet with coworkers to communicate work orders or plans."
iwa = "4.A.4.a.2.c"

[[activities]]
name = "Organize recreational activities or events."
iwa = "4.A.4.b.1.e"

[[activities]]
name = "Assign resources or facilities to patrons or employees."
iwa = "4.A.4.c.3.c"

[[activities]]
name = "Inform individuals or organizations of status or findings."
iwa = "4.A.4.a.3.c"

[[activities]]
name = "Collect information about clients."
iwa = "4.A.1.a.1.l"

[[activities]]
name = "Perform administrative or clerical tasks."
iwa = "4.A.4.c.1.a"

[[activities]]
name = "Prepare administrative documents."
iwa = "4.A.4.c.1.a"

[[activities]]
name = "Deliver items."
iwa = "4.A.3.a.1.j"

[[activities]]
name = "Order materials, supplies, or equipment."
iwa = "4.A.4.c.3.e"

[[activities]]
name = "Accompany individuals or groups to activities."
iwa = "4.A.3.a.1.l"

[[activities]]
name = "Maintain client information or service records."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Provide escort or transportation."
iwa = "4.A.3.a.1.l"

[[activities]]
name = "Store items."
iwa = "4.A.3.a.2.ak"

[[activities]]
name = "Package materials or products."
iwa = "4.A.3.a.2.ap"

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.45

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 4.21

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 4.05

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

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

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

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

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.99

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.92

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

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

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

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3.75

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

[[capabilities]]
name = "Sociology and Anthropology"
family = "knowledge"
value = 3.74

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.62

[[capabilities]]
name = "Negotiation"
family = "transferable_skill"
value = 3.62

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

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.62

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

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.51

[[capabilities]]
name = "Personnel and Human Resources"
family = "knowledge"
value = 3.48

[[capabilities]]
name = "Therapy and Counseling"
family = "knowledge"
value = 3.45

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

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

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.38

[[capabilities]]
name = "Psychology"
family = "knowledge"
value = 3.17

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

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

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.12

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

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.12

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

[[capabilities]]
name = "Communications and Media"
family = "knowledge"
value = 3.1

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.07

[[capabilities]]
name = "Law and Government"
family = "knowledge"
value = 3.01

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Google Docs"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Website development software"
category = "Web page creation and editing software"
hot = false
inDemand = false

[[workContext]]
name = "E-Mail"
value = 4.6

[[workContext]]
name = "Contact With Others"
value = 4.57

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.49

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.33

[[workContext]]
name = "Telephone Conversations"
value = 4.19

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.18

[[workContext]]
name = "Conflict Situations"
value = 4.13

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.09

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

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.81

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.78

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.67

[[workContext]]
name = "Time Pressure"
value = 3.67

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.62

[[workContext]]
name = "Frequency of Decision Making"
value = 3.55

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.52

[[workContext]]
name = "Consequence of Error"
value = 3.48

[[workContext]]
name = "Physical Proximity"
value = 3.46

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.43

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.42

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.24

[[workContext]]
name = "Spend Time Sitting"
value = 3.19

[[workContext]]
name = "Written Letters and Memos"
value = 2.9

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 2.86

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.83

[[workContext]]
name = "Public Speaking"
value = 2.81

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 2.78

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.77

[[workContext]]
name = "Spend Time Standing"
value = 2.75

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 2.55

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 2.48

[[workContext]]
name = "Level of Competition"
value = 2.32

[[workContext]]
name = "Outdoors, Under Cover"
value = 2.19

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.04

[[workContext]]
name = "Exposed to Disease or Infections"
value = 1.97

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 1.94

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 1.84

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 1.81

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.59

[[workContext]]
name = "Degree of Automation"
value = 1.55

[[personFit]]
name = "Dependability"
family = "work_style"
value = 10

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

[[personFit]]
name = "Cooperation"
family = "work_style"
value = 8

[[personFit]]
name = "Social Orientation"
family = "work_style"
value = 7

[[personFit]]
name = "Self-Control"
family = "work_style"
value = 6

[[personFit]]
name = "Social Service"
family = "specific_interest_area"
value = 5.83

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 5.28

[[personFit]]
name = "Empathy"
family = "work_style"
value = 5

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.63

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 4.56

[[personFit]]
name = "Professional Advising"
family = "specific_interest_area"
value = 4.47

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

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 3.81

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 3.73

[[personFit]]
name = "Human Resources"
family = "specific_interest_area"
value = 3.38

[[personFit]]
name = "Teaching/Education"
family = "specific_interest_area"
value = 3.06

[[relatedRoles]]
socCode = "11-9151.00"
slug = "role-11-9151-00"
title = "Social and Community Service Managers"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "39-1022.00"
slug = "role-39-1022-00"
title = "First-Line Supervisors of Personal Service Workers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "21-1021.00"
slug = "role-21-1021-00"
title = "Child, Family, and School Social Workers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "21-1012.00"
slug = "role-21-1012-00"
title = "Educational, Guidance, and Career Counselors and Advisors"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "21-1093.00"
slug = "role-21-1093-00"
title = "Social and Human Service Assistants"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "39-1014.00"
slug = "role-39-1014-00"
title = "First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "29-2099.08"
slug = "role-29-2099-08"
title = "Patient Representatives"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "39-9032.00"
slug = "role-39-9032-00"
title = "Recreation Workers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "37-1011.00"
slug = "role-37-1011-00"
title = "First-Line Supervisors of Housekeeping and Janitorial Workers"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "11-9032.00"
slug = "role-11-9032-00"
title = "Education Administrators, Kindergarten through Secondary"
tier = "Supplemental"

[[careerClusters]]
cluster = "Education"
slug = "education"

[[studyPrograms]]
title = "Education"
slug = "education"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.064
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.4746119
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.1985333
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.7105829
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
