entityType = "role"
schemaVersion = "role.v1"
slug = "role-21-1092-00"
socCode = "21-1092.00"
title = "Probation Officers and Correctional Treatment Specialists"
summary = "Provide social services to assist in rehabilitation of law offenders in custody or on probation or parole. Make recommendations for actions involving formulation of rehabilitation plan and treatment of offender, including conditional release and education and employment stipulations."
aliases = ["Correctional Counselor", "Juvenile Probation Officer", "Parole Officer (PO)", "Probation Officer", "Adult Probation Officer", "Deputy Probation Officer (DPO)", "Parole Agent", "Probation Agent", "Probation Counselor", "Probation and Parole Officer", "Adult Probation and Parole Officer", "Attendance Officer"]
emergingTasks = []

[preparation]
jobZone = "4"
jobZoneName = "Job Zone Four: Considerable Preparation Needed"
education = "Most of these occupations require a four-year bachelor's degree, but some do not."
experience = "A considerable amount of work-related skill, knowledge, or experience is needed for these occupations. For example, an accountant must complete four years of college and work for several years in accounting to be considered qualified."
svpRange = "(7.0 to < 8.0)"

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 88.03

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 5.34

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 2.44

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 1.67

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 1.67

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 0.85

[educationLevel]
category = "Bachelor's degree"
slug = "bachelor-s-degree"

[market]
medianWage = 64520
meanWage = 71530
pct10Wage = 45390
pct25Wage = 52580
pct75Wage = 84030
pct90Wage = 106290
employment = 86820
areaTitle = "U.S."

[industries]
count = 4

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 1570
medianWage = 42220
lq = 0.12

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 680
medianWage = 54180
lq = 0.13

[[industries.top]]
naics = "623220"
slug = "623220"
title = "Residential Mental Health and Substance Abuse Facilities"
level = "National industry"
employment = 170
medianWage = 42480
lq = 1.17

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 90
medianWage = 46800

[[industries.concentrated]]
naics = "623220"
slug = "623220"
title = "Residential Mental Health and Substance Abuse Facilities"
level = "National industry"
employment = 170
lq = 1.17

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 680
lq = 0.13

[[industries.concentrated]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 1570
lq = 0.12

[aiOutlook]
teleworkable = true
usageTasks = []

[aiOutlook.index]
value = 66
percentile = 66
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

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

[[aiOutlook.index.components]]
percentile = 52
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 86
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.25
percentile = 37
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 = 0.15789473684210525
beta = 0.39473684210526316
gamma = 0.631578947368421

[aiOutlook.bls]
growthPercent = 2.6
growthPercentile = 48
direction = "About average"
annualOpeningsThousands = 7.9
annualOpeningsPercentile = 58
employment2024Thousands = 92.3
employment2034Thousands = 94.8

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.5272448
percentile = 61
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 = 0.631578947368421
percentile = 52
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 = 0.288475143716106
percentile = 86
band = "High"
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 = 21
skills = 42
capabilities = 120
tools = 17
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "2b66bb9251abc39d"

[[tasks]]
text = "Prepare and maintain case folder for each assigned inmate or offender."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Gather information about offenders' backgrounds by talking to offenders, their families and friends, and other people who have relevant information."
type = "Core"
iwa = "4.A.1.a.1.l"

[[tasks]]
text = "Interview probationers and parolees regularly to evaluate their progress in accomplishing goals and maintaining the terms specified in their probation contracts and rehabilitation plans."
type = "Core"
iwa = "4.A.1.a.1.w"

[[tasks]]
text = "Discuss with offenders how such issues as drug and alcohol abuse and anger management problems might have played roles in their criminal behavior."
type = "Core"
iwa = "4.A.4.b.6.j"

[[tasks]]
text = "Supervise people on community-based sentences, such as electronically monitored home detention, and provide field supervision of probationers by conducting curfew checks or visits to home, work, or school."
type = "Core"
iwa = "4.A.1.a.2.e"

[[tasks]]
text = "Investigate alleged parole violations, using interviews, surveillance, and search and seizure."
type = "Core"
iwa = "4.A.1.a.1.c"

[[tasks]]
text = "Develop liaisons and networks with other parole officers, community agencies, correctional institutions, psychiatric facilities, and aftercare agencies to plan for helping offenders with life adjustments."
type = "Core"
iwa = "4.A.4.a.4.a"

[[tasks]]
text = "Arrange for medical, mental health, or substance abuse treatment services according to individual needs or court orders."
type = "Core"
iwa = "4.A.4.a.5.a"

[[tasks]]
text = "Recommend remedial action or initiate court action in response to noncompliance with terms of probation or parole."
type = "Core"
iwa = "4.A.4.b.6.h"

[[tasks]]
text = "Administer drug and alcohol tests, including random drug screens of offenders, to verify compliance with substance abuse treatment programs."
type = "Core"
iwa = "4.A.1.b.2.a"

[[tasks]]
text = "Inform offenders or inmates of requirements of conditional release, such as office visits, restitution payments, or educational and employment stipulations."
type = "Core"
iwa = "4.A.4.a.1.b"

[[tasks]]
text = "Participate in decisions about whether cases should go before courts and which court should hear them."
type = "Core"
iwa = "4.A.4.b.6.h"

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

[[activities]]
name = "Write reports or evaluations."
iwa = "4.A.3.b.6.c"

[[activities]]
name = "Explain regulations, policies, or procedures."
iwa = "4.A.4.a.1.b"

[[activities]]
name = "Counsel clients or patients with substance abuse issues."
iwa = "4.A.4.b.6.j"

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

[[activities]]
name = "Plan programs to address community mental wellness needs."
iwa = "4.A.2.b.2.n"

[[activities]]
name = "Develop working relationships with others to facilitate program activities."
iwa = "4.A.4.a.4.a"

[[activities]]
name = "Arrange physical or mental health services for clients."
iwa = "4.A.4.a.5.a"

[[activities]]
name = "Help clients get needed services or resources."
iwa = "4.A.4.a.5.a"

[[activities]]
name = "Recommend legal actions."
iwa = "4.A.4.b.6.h"

[[activities]]
name = "Interview clients to gather information about their backgrounds, needs, or progress."
iwa = "4.A.1.a.1.w"

[[activities]]
name = "Evaluate characteristics of individuals to determine needs or eligibility."
iwa = "4.A.2.a.1.a"

[[activities]]
name = "Investigate legal issues."
iwa = "4.A.1.a.1.c"

[[activities]]
name = "Refer individuals to educational or work programs."
iwa = "4.A.4.a.5.a"

[[activities]]
name = "Provide educational materials to community members."
iwa = "4.A.4.c.3.c"

[[activities]]
name = "Administer drug screening tests."
iwa = "4.A.1.b.2.a"

[[activities]]
name = "Monitor health or behavior of people or animals."
iwa = "4.A.1.a.2.e"

[[activities]]
name = "Visit individuals in their homes to provide support or information."
iwa = "4.A.4.b.2.a"

[[capabilities]]
name = "Law and Government"
family = "knowledge"
value = 4.39

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 4.34

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.12

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 4.12

[[capabilities]]
name = "Psychology"
family = "knowledge"
value = 4.11

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

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

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

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

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

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 4

[[capabilities]]
name = "Therapy and Counseling"
family = "knowledge"
value = 3.96

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 3.88

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.88

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

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.75

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

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

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Sociology and Anthropology"
family = "knowledge"
value = 3.58

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.44

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

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.25

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.19

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

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

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

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.11

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.1

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

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3

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

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

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

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
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 = "Deductive Reasoning"
type = "Common Skill"

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Facebook"
category = "Web page creation and editing 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 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 = "Appointment scheduling software"
category = "Calendar and scheduling software"
hot = false
inDemand = false

[[tools]]
example = "Case management software"
category = "Project management software"
hot = false
inDemand = false

[[tools]]
example = "Corel WordPerfect Office Suite"
category = "Office suite software"
hot = false
inDemand = false

[[tools]]
example = "Court records databases"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "Electronic tracking device software"
category = "Map creation software"
hot = false
inDemand = false

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

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

[[tools]]
example = "Speech recognition software"
category = "Voice recognition software"
hot = false
inDemand = false

[[tools]]
example = "Tyler Technologies Odyssey Case Manager"
category = "Project management software"
hot = false
inDemand = false

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

[[workContext]]
name = "Contact With Others"
value = 4.96

[[workContext]]
name = "Telephone Conversations"
value = 4.83

[[workContext]]
name = "E-Mail"
value = 4.75

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.71

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 4.65

[[workContext]]
name = "Conflict Situations"
value = 4.47

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.4

[[workContext]]
name = "Time Pressure"
value = 4.4

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.37

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 4.31

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.27

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.21

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.16

[[workContext]]
name = "Frequency of Decision Making"
value = 4

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 4

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.98

[[workContext]]
name = "Written Letters and Memos"
value = 3.91

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 3.91

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 3.9

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.87

[[workContext]]
name = "Spend Time Sitting"
value = 3.75

[[workContext]]
name = "Physical Proximity"
value = 3.63

[[workContext]]
name = "Consequence of Error"
value = 3.56

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 3.49

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.47

[[workContext]]
name = "Exposed to Disease or Infections"
value = 3.4

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.16

[[workContext]]
name = "Exposed to Contaminants"
value = 3.06

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3.03

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.91

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.88

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.82

[[workContext]]
name = "Degree of Automation"
value = 2.66

[[workContext]]
name = "Level of Competition"
value = 2.64

[[workContext]]
name = "Public Speaking"
value = 2.55

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.55

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.53

[[workContext]]
name = "Spend Time Standing"
value = 2.47

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.42

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.32

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

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 7

[[personFit]]
name = "Social Service"
family = "specific_interest_area"
value = 6.26

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

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 5.56

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

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

[[personFit]]
name = "Protective Service"
family = "specific_interest_area"
value = 4.44

[[personFit]]
name = "Social Science"
family = "specific_interest_area"
value = 4.2

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.18

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

[[personFit]]
name = "Law"
family = "specific_interest_area"
value = 3.98

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

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 3.44

[[personFit]]
name = "Stress Tolerance"
family = "work_style"
value = 3

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 2.89

[[relatedRoles]]
socCode = "33-3012.00"
slug = "role-33-3012-00"
title = "Correctional Officers and Jailers"
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 = "33-1011.00"
slug = "role-33-1011-00"
title = "First-Line Supervisors of Correctional Officers"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "21-1023.00"
slug = "role-21-1023-00"
title = "Mental Health and Substance Abuse Social Workers"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "33-3051.00"
slug = "role-33-3051-00"
title = "Police and Sheriff's Patrol Officers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "21-1022.00"
slug = "role-21-1022-00"
title = "Healthcare Social Workers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "21-1011.00"
slug = "role-21-1011-00"
title = "Substance Abuse and Behavioral Disorder Counselors"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "21-1014.00"
slug = "role-21-1014-00"
title = "Mental Health Counselors"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "33-3021.00"
slug = "role-33-3021-00"
title = "Detectives and Criminal Investigators"
tier = "Supplemental"

[[careerClusters]]
cluster = "Public Service & Safety"
slug = "public-service-safety"

[[studyPrograms]]
title = "Public Administration and Social Service Professions"
slug = "public-administration-and-social-service-professions"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.25
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.5272448
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.4557452
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.896767
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
