entityType = "role"
schemaVersion = "role.v1"
slug = "role-43-4061-00"
socCode = "43-4061.00"
title = "Eligibility Interviewers, Government Programs"
summary = "Determine eligibility of persons applying to receive assistance from government programs and agency resources, such as welfare, unemployment benefits, social security, and public housing."
aliases = ["Eligibility Specialist", "Eligibility Worker", "Social Welfare Examiner (SWEX)", "Workforce Services Representative (WSR)", "Benefits Program Tech (Benefits Program Technician)", "Business and Employment Specialist", "Case Manager", "Eligibility Examiner", "Program Eligibility Specialist", "Workforce Advisor", "Authorization Specialist", "Business Employment Specialist"]
emergingTasks = []

[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 = 25.6

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 24.22

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 23.58

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 19.44

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 7.15

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

[market]
medianWage = 51500
meanWage = 53970
pct10Wage = 37690
pct25Wage = 43850
pct75Wage = 61680
pct90Wage = 72280
employment = 156260
areaTitle = "U.S."

[industries]
count = 12

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 6990
medianWage = 46690
lq = 0.3

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 3140
medianWage = 49980
lq = 0.29

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 1360
medianWage = 39020
lq = 0.51

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 740
medianWage = 53250
lq = 0.26

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 530
medianWage = 50670
lq = 0.04

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 420
medianWage = 47810
lq = 0.18

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 390
medianWage = 43970
lq = 0.09

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 350
medianWage = 48370
lq = 0.06

[[industries.top]]
naics = "624120"
slug = "624120"
title = "Services for the Elderly and Persons with Disabilities"
level = "National industry"
employment = 250
medianWage = 49810
lq = 0.1

[[industries.top]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 140
medianWage = 49030
lq = 0.31

[[industries.top]]
naics = "621420"
slug = "621420"
title = "Outpatient Mental Health and Substance Abuse Centers"
level = "National industry"
employment = 110
medianWage = 45250
lq = 0.35

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
medianWage = 36330

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 1360
lq = 0.51

[[industries.concentrated]]
naics = "621420"
slug = "621420"
title = "Outpatient Mental Health and Substance Abuse Centers"
level = "National industry"
employment = 110
lq = 0.35

[[industries.concentrated]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 140
lq = 0.31

[[industries.concentrated]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 6990
lq = 0.3

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 3140
lq = 0.29

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 740
lq = 0.26

[[industries.concentrated]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 420
lq = 0.18

[[industries.concentrated]]
naics = "624120"
slug = "624120"
title = "Services for the Elderly and Persons with Disabilities"
level = "National industry"
employment = 250
lq = 0.1

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

[aiOutlook.index]
value = 85
percentile = 91
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 83
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 88
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 85
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.7
percentile = 58
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 = 0.4
beta = 0.68
gamma = 0.96

[aiOutlook.bls]
growthPercent = 1
growthPercentile = 31
direction = "About average"
annualOpeningsThousands = 14
annualOpeningsPercentile = 71
employment2024Thousands = 166.8
employment2034Thousands = 168.5

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 1.226286
percentile = 83
band = "High"
note = "How much this job's abilities overlap with what AI systems can do, across many AI capabilities. A relative research score, not a forecast of job loss."

[[aiOutlook.exposure]]
source = "eloundou_gamma"
label = "LLM task exposure, γ (OpenAI / Eloundou)"
value = 0.96
percentile = 88
band = "High"
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 = 0.28320007878098535
percentile = 85
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.usageTasks]]
task = "Interpret and explain information such as eligibility requirements, application details, payment methods, and applicants' legal rights."
usagePercent = 0.03225024547161362
importance = 4.45

[[aiOutlook.usageTasks]]
task = "Answer applicants' questions about benefits and claim procedures."
usagePercent = 0.008113915261966484
importance = 4.34

[[aiOutlook.usageTasks]]
task = "Compile, record, and evaluate personal and financial data to verify completeness and accuracy, and to determine eligibility status."
usagePercent = 0.0016433246100185286
importance = 4.55

[[aiOutlook.usageTasks]]
task = "Refer applicants to job openings or to interviews with other staff, in accordance with administrative guidelines or office procedures."
usagePercent = 0.0016433246100185286
importance = 4.03

[[aiOutlook.usageTasks]]
task = "Prepare applications and forms for applicants for such purposes as school enrollment, employment, and medical services."
usagePercent = 0.0016433246100185286
importance = 3.91

[[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 = 3
taskCount = 3
totalSample = 620
autonomyMedian = 3
dominantCollaboration = "learning"
automationShare = 29.52
augmentationShare = 63.38
workUsePercent = 30.32
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "learning"
percent = 38.06

[[aiPlaybook.collaboration]]
label = "directive"
percent = 29.52

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 22.74

[[aiPlaybook.collaboration]]
label = "validation"
percent = 2.58

[[aiPlaybook.useCase]]
label = "personal"
percent = 61.94

[[aiPlaybook.useCase]]
label = "work"
percent = 30.32

[[aiPlaybook.useCase]]
label = "coursework"
percent = 6.77

[[aiPlaybook.delegatedTasks]]
task = "Provide applicants with assistance in completing application forms such as those for job referrals or unemployment compensation claims."
usagePercent = 0.027203400425053134
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 272

[[aiPlaybook.delegatedTasks]]
task = "Interpret and explain information such as eligibility requirements, application details, payment methods, and applicants' legal rights."
usagePercent = 0.025903237904738093
collaboration = "learning"
autonomyMedian = 3
sampleCount = 259

[[aiPlaybook.delegatedTasks]]
task = "Answer applicants' questions about benefits and claim procedures."
usagePercent = 0.008901112639079885
collaboration = "learning"
autonomyMedian = 3
sampleCount = 89

[[aiPlaybook.boundaryTasks]]
task = "Answer applicants' questions about benefits and claim procedures."
humanNeededPercent = 100
sampleCount = 89

[[aiPlaybook.boundaryTasks]]
task = "Provide applicants with assistance in completing application forms such as those for job referrals or unemployment compensation claims."
humanNeededPercent = 98.89705882352942
sampleCount = 272

[[aiPlaybook.boundaryTasks]]
task = "Interpret and explain information such as eligibility requirements, application details, payment methods, and applicants' legal rights."
humanNeededPercent = 98.06949806949807
sampleCount = 259

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: provide applicants with assistance in completing application forms such as those for job referrals or unemployment compensation claims. I'll give feedback as we go."
collaboration = "task iteration"

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to interpret and explain information such as eligibility requirements, application details, payment methods, and applicants' legal rights, then check my work as I try it myself."
collaboration = "learning"

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to answer applicants' questions about benefits and claim procedures, then check my work as I try it myself."
collaboration = "learning"

[counts]
tasks = 17
skills = 41
capabilities = 120
tools = 18
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "6350507954bd8649"

[[tasks]]
text = "Compute and authorize amounts of assistance for programs, such as grants, monetary payments, and food stamps."
type = "Core"
iwa = "4.A.1.b.3.c"

[[tasks]]
text = "Keep records of assigned cases, and prepare required reports."
type = "Core"
iwa = "4.A.3.b.6.b"

[[tasks]]
text = "Compile, record, and evaluate personal and financial data to verify completeness and accuracy, and to determine eligibility status."
type = "Core"
iwa = "4.A.2.a.2.c"

[[tasks]]
text = "Interview and investigate applicants for public assistance to gather information pertinent to their applications."
type = "Core"
iwa = "4.A.1.a.1.w"

[[tasks]]
text = "Interview benefits recipients at specified intervals to certify their eligibility for continuing benefits."
type = "Core"
iwa = "4.A.1.a.1.w"

[[tasks]]
text = "Interpret and explain information such as eligibility requirements, application details, payment methods, and applicants' legal rights."
type = "Core"
iwa = "4.A.4.a.1.b"

[[tasks]]
text = "Initiate procedures to grant, modify, deny, or terminate assistance, or refer applicants to other agencies for assistance."
type = "Core"
iwa = "4.A.4.a.5.a"

[[tasks]]
text = "Check with employers or other references to verify answers and obtain further information."
type = "Core"
iwa = "4.A.1.a.1.n"

[[tasks]]
text = "Answer applicants' questions about benefits and claim procedures."
type = "Core"
iwa = "4.A.4.a.1.b"

[[tasks]]
text = "Provide social workers with pertinent information gathered during applicant interviews."
type = "Supplemental"
iwa = "4.A.4.a.2.c"

[[tasks]]
text = "Schedule benefits claimants for adjudication interviews to address questions of eligibility."
type = "Supplemental"
iwa = "4.A.2.b.5.c"

[[tasks]]
text = "Refer applicants to job openings or to interviews with other staff, in accordance with administrative guidelines or office procedures."
type = "Supplemental"
iwa = "4.A.4.c.2.a"

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

[[activities]]
name = "Interview employees, customers, or others to collect information."
iwa = "4.A.1.a.1.w"

[[activities]]
name = "Refer customers to appropriate personnel."
iwa = "4.A.4.a.5.a"

[[activities]]
name = "Compile data or documentation."
iwa = "4.A.2.a.2.c"

[[activities]]
name = "Obtain personal or financial information about customers or applicants."
iwa = "4.A.1.a.1.n"

[[activities]]
name = "Record information about legal matters."
iwa = "4.A.3.b.6.b"

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

[[activities]]
name = "Prepare documentation for contracts, transactions, or regulatory compliance."
iwa = "4.A.3.b.6.m"

[[activities]]
name = "Administer personnel recruitment or hiring activities."
iwa = "4.A.4.c.2.a"

[[activities]]
name = "Provide information to coworkers."
iwa = "4.A.4.a.2.c"

[[activities]]
name = "Calculate financial data."
iwa = "4.A.1.b.3.c"

[[activities]]
name = "Monitor financial information."
iwa = "4.A.1.a.2.c"

[[activities]]
name = "Assist individuals with paperwork."
iwa = "4.A.4.a.5.h"

[[activities]]
name = "Investigate personal characteristics or activities of individuals."
iwa = "4.A.1.a.1.o"

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.91

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.36

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 4.25

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

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

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

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

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

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.88

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.88

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.84

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.77

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

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.75

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

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

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.62

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.62

[[capabilities]]
name = "Personnel and Human Resources"
family = "knowledge"
value = 3.53

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.5

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.44

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.38

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.38

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.35

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.34

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.25

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

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.12

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

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

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

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.12

[[capabilities]]
name = "Law and Government"
family = "knowledge"
value = 3.1

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.01

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

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

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

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 2.88

[[capabilities]]
name = "Communications and Media"
family = "knowledge"
value = 2.77

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 2.75

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Zoom"
category = "Video conferencing software"
hot = true
inDemand = false

[[tools]]
example = "Adobe Acrobat Reader"
category = "Document management software"
hot = false
inDemand = false

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

[[tools]]
example = "Corel WinZip"
category = "Data compression software"
hot = false
inDemand = false

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

[[tools]]
example = "GE Healthcare Centricity EMR"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Google Meet"
category = "Video conferencing software"
hot = false
inDemand = false

[[tools]]
example = "Medicaid management information system MMIS"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Microsoft Dynamics"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "Resource and patient management system RPMS patient registration software"
category = "Data base reporting software"
hot = false
inDemand = false

[[tools]]
example = "Resource and patient management system RPMS scheduling software"
category = "Calendar and scheduling software"
hot = false
inDemand = false

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

[[workContext]]
name = "E-Mail"
value = 5

[[workContext]]
name = "Telephone Conversations"
value = 4.75

[[workContext]]
name = "Spend Time Sitting"
value = 4.68

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.64

[[workContext]]
name = "Contact With Others"
value = 4.42

[[workContext]]
name = "Frequency of Decision Making"
value = 4.37

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 4.36

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 4.28

[[workContext]]
name = "Time Pressure"
value = 4.28

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.25

[[workContext]]
name = "Written Letters and Memos"
value = 4.08

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.96

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 3.95

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

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.65

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.63

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.54

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 3.02

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.01

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.96

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.76

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.71

[[workContext]]
name = "Consequence of Error"
value = 2.67

[[workContext]]
name = "Physical Proximity"
value = 2.6

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.41

[[workContext]]
name = "Conflict Situations"
value = 2.38

[[workContext]]
name = "Level of Competition"
value = 2.26

[[workContext]]
name = "Degree of Automation"
value = 1.96

[[workContext]]
name = "Spend Time Standing"
value = 1.88

[[workContext]]
name = "Public Speaking"
value = 1.83

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.63

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.63

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 1.61

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 1.53

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 1.38

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 1.38

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 1.36

[[workContext]]
name = "Exposed to Contaminants"
value = 1.35

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.26

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 1.18

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 6.32

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 5.41

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 4.46

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

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 3.21

[[personFit]]
name = "Social Service"
family = "specific_interest_area"
value = 3.14

[[personFit]]
name = "Law"
family = "specific_interest_area"
value = 3.05

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

[[personFit]]
name = "Human Resources"
family = "specific_interest_area"
value = 2.94

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.63

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

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 2.46

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 2.45

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 2.31

[[personFit]]
name = "Finance"
family = "specific_interest_area"
value = 2.18

[[personFit]]
name = "Teaching/Education"
family = "specific_interest_area"
value = 2.06

[[relatedRoles]]
socCode = "43-4161.00"
slug = "role-43-4161-00"
title = "Human Resources Assistants, Except Payroll and Timekeeping"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "13-1071.00"
slug = "role-13-1071-00"
title = "Human Resources Specialists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "43-4111.00"
slug = "role-43-4111-00"
title = "Interviewers, Except Eligibility and Loan"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "13-1141.00"
slug = "role-13-1141-00"
title = "Compensation, Benefits, and Job Analysis Specialists"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "43-9041.00"
slug = "role-43-9041-00"
title = "Insurance Claims and Policy Processing Clerks"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "13-1041.00"
slug = "role-13-1041-00"
title = "Compliance Officers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "13-1031.00"
slug = "role-13-1031-00"
title = "Claims Adjusters, Examiners, and Investigators"
tier = "Primary-Long"

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

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

[[relatedRoles]]
socCode = "13-1111.00"
slug = "role-13-1111-00"
title = "Management Analysts"
tier = "Supplemental"

[[relatedRoles]]
socCode = "11-3111.00"
slug = "role-11-3111-00"
title = "Compensation and Benefits Managers"
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 = 0.7
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 1.226286
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.3133318
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 1.416653
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
