entityType = "role"
schemaVersion = "role.v1"
slug = "role-13-1041-00"
socCode = "13-1041.00"
title = "Compliance Officers"
summary = "Examine, evaluate, and investigate eligibility for or conformity with laws and regulations governing contract compliance of licenses and permits, and perform other compliance and enforcement inspection and analysis activities not classified elsewhere."
aliases = ["Driver License Examiner", "License Examiner", "Motor Vehicle Clerk", "Public Service Representative (PSR)", "Driver Examiner", "Driver License Agent", "Examiner", "License Registration Examiner", "Licensing Analyst", "Transportation Services Representative (TSR)", "Air Pollution Compliance Inspector", "Certified Driver Examiner (CDE)"]
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)"
educationDistribution = []

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

[market]
medianWage = 78420
meanWage = 84980
pct10Wage = 46230
pct25Wage = 59130
pct75Wage = 104800
pct90Wage = 130030
employment = 397770
areaTitle = "U.S."

[industries]
count = 52

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 46410
medianWage = 79920
lq = 2.89

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 38020
medianWage = 90990
lq = 1.37

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 32070
medianWage = 68590
lq = 0.54

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 22870
medianWage = 89740
lq = 3.16

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 18660
medianWage = 60800
lq = 0.8

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 18630
medianWage = 85040
lq = 0.57

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 15080
medianWage = 74650
lq = 0.43

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 14480
medianWage = 63430
lq = 0.76

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 10460
medianWage = 80660
lq = 0.67

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 7260
medianWage = 56880
lq = 1.06

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 7040
medianWage = 65310
lq = 1.15

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 6310
medianWage = 92300
lq = 0.84

[[industries.concentrated]]
naics = "221111"
slug = "221111"
title = "Hydroelectric Power Generation"
level = "National industry"
employment = 130
lq = 7.37

[[industries.concentrated]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 5750
lq = 4.96

[[industries.concentrated]]
naics = "221112"
slug = "221112"
title = "Fossil Fuel Electric Power Generation"
level = "National industry"
employment = 600
lq = 3.26

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 22870
lq = 3.16

[[industries.concentrated]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 46410
lq = 2.89

[[industries.concentrated]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 4180
lq = 2.8

[[industries.concentrated]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 790
lq = 1.8

[[industries.concentrated]]
naics = "623220"
slug = "623220"
title = "Residential Mental Health and Substance Abuse Facilities"
level = "National industry"
employment = 1070
lq = 1.6

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

[aiOutlook.index]
value = 70
percentile = 70
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 64
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 79
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 67
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.08
percentile = 26
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 = 0.4545454545454546
beta = 0.6818181818181819
gamma = 0.9090909090909092

[aiOutlook.bls]
growthPercent = 3
growthPercentile = 51
direction = "About average"
annualOpeningsThousands = 33.3
annualOpeningsPercentile = 86
employment2024Thousands = 418
employment2034Thousands = 430.3

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.6981205
percentile = 64
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 = 0.9090909090909092
percentile = 79
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 = 0.19911368668287543
percentile = 67
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 = "Prepare correspondence to inform concerned parties of licensing decisions or appeals processes."
usagePercent = 0.00883286977884959
importance = 4.07

[[aiOutlook.usageTasks]]
task = "Prepare reports of activities, evaluations, recommendations, or decisions."
usagePercent = 0.006778714016326431
importance = 4.3

[[aiOutlook.usageTasks]]
task = "Identify compliance issues that require follow-up or investigation."
usagePercent = 0.0039028959487940056

[[aiOutlook.usageTasks]]
task = "Evaluate applications, records, or documents to gather information about eligibility or liability issues."
usagePercent = 0.0020541557625231607
importance = 4.38

[[aiOutlook.usageTasks]]
task = "Advise licensees or other individuals or groups concerning licensing, permit, or passport regulations."
usagePercent = 0.0016433246100185286
importance = 4.37

[[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 = 16
skills = 39
capabilities = 120
tools = 16
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "c850609ee70a0b0c"

[[tasks]]
text = "Issue licenses to individuals meeting standards."
type = "Supplemental"
iwa = "4.A.2.a.3.a"

[[tasks]]
text = "Collect fees for licenses."
type = "Supplemental"
iwa = "4.A.4.c.3.d"

[[tasks]]
text = "Warn violators of infractions or penalties."
type = "Core"
iwa = "4.A.4.a.3.c"

[[tasks]]
text = "Administer oral, written, road, or flight tests to license applicants."
type = "Supplemental"
iwa = "4.A.4.c.2.a"

[[tasks]]
text = "Evaluate applications, records, or documents to gather information about eligibility or liability issues."
type = "Core"
iwa = "4.A.2.a.3.a"

[[tasks]]
text = "Visit establishments to verify that valid licenses or permits are displayed and that licensing standards are being upheld."
type = "Supplemental"
iwa = "4.A.1.b.2.e"

[[tasks]]
text = "Advise licensees or other individuals or groups concerning licensing, permit, or passport regulations."
type = "Core"
iwa = "4.A.4.b.6.h"

[[tasks]]
text = "Prepare reports of activities, evaluations, recommendations, or decisions."
type = "Core"
iwa = "4.A.3.b.6.c"

[[tasks]]
text = "Score tests and observe equipment operation and control to rate ability of applicants."
type = "Supplemental"
iwa = "4.A.4.c.2.a"

[[tasks]]
text = "Report law or regulation violations to appropriate boards or agencies."
type = "Core"
iwa = "4.A.4.b.1.c"

[[tasks]]
text = "Prepare correspondence to inform concerned parties of licensing decisions or appeals processes."
type = "Supplemental"
iwa = "4.A.4.a.3.c"

[[tasks]]
text = "Confer with or interview officials, technical or professional specialists, or applicants to obtain information or to clarify facts relevant to licensing decisions."
type = "Core"
iwa = "4.A.4.c.2.a"

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

[[activities]]
name = "Review license or permit applications."
iwa = "4.A.2.a.3.a"

[[activities]]
name = "Examine financial records."
iwa = "4.A.2.a.3.c"

[[activities]]
name = "Advise others on legal or regulatory compliance matters."
iwa = "4.A.4.b.6.h"

[[activities]]
name = "Prepare research reports."
iwa = "4.A.3.b.6.c"

[[activities]]
name = "Communicate with government agencies."
iwa = "4.A.4.b.1.c"

[[activities]]
name = "Conduct eligibility or selection interviews."
iwa = "4.A.4.c.2.a"

[[activities]]
name = "Collect payments for goods or services."
iwa = "4.A.4.c.3.d"

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

[[activities]]
name = "Inspect facilities, equipment or supplies to ensure conformance to standards."
iwa = "4.A.1.b.2.e"

[[activities]]
name = "Evaluate information related to legal matters in public or personal records."
iwa = "4.A.1.a.1.e"

[[activities]]
name = "Stay informed about current developments in field of specialization."
iwa = "4.A.2.b.3.a"

[[activities]]
name = "Update knowledge about emerging industry or technology trends."
iwa = "4.A.2.b.3.a"

[[activities]]
name = "Maintain knowledge of current developments in area of expertise."
iwa = "4.A.2.b.3.a"

[[activities]]
name = "Verify accuracy of records."
iwa = "4.A.2.a.2.a"

[[activities]]
name = "Implement organizational process or policy changes."
iwa = "4.A.2.b.1.i"

[[activities]]
name = "Communicate organizational policies and procedures."
iwa = "4.A.4.a.1.b"

[[capabilities]]
name = "Law and Government"
family = "knowledge"
value = 4.1

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 4

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

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

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

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.98

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.94

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 3.88

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

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.75

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

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

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.75

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

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

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.5

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.5

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.5

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.5

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 3.38

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.38

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.36

[[capabilities]]
name = "Persuasion"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.22

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.15

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

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

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.12

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

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3

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

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 2.99

[[capabilities]]
name = "Learning Strategies"
family = "essential_skill"
value = 2.88

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

[[capabilities]]
name = "Originality"
family = "ability"
value = 2.88

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Database 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 = "Biology"
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"

[[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 PowerPoint"
category = "Presentation 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 Windows"
category = "Operating system software"
hot = true
inDemand = false

[[tools]]
example = "Commercial driver's license information system CDLIS"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "Computer-assisted testing software"
category = "Data base user interface and query software"
hot = false
inDemand = false

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

[[tools]]
example = "Digital imaging system software"
category = "Graphics or photo imaging software"
hot = false
inDemand = false

[[tools]]
example = "Document scanning software"
category = "Optical character reader OCR or scanning software"
hot = false
inDemand = false

[[tools]]
example = "Driving simulators"
category = "Computer based training software"
hot = false
inDemand = false

[[tools]]
example = "National Driver Register NDR"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "Safety Status Measurement System SafeStat"
category = "Data base user interface and query software"
hot = false
inDemand = false

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

[[workContext]]
name = "Contact With Others"
value = 4.79

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 4.75

[[workContext]]
name = "Telephone Conversations"
value = 4.49

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

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.46

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.4

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 4.04

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.97

[[workContext]]
name = "E-Mail"
value = 3.96

[[workContext]]
name = "Spend Time Sitting"
value = 3.83

[[workContext]]
name = "Physical Proximity"
value = 3.78

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.74

[[workContext]]
name = "Frequency of Decision Making"
value = 3.73

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.68

[[workContext]]
name = "Written Letters and Memos"
value = 3.66

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 3.64

[[workContext]]
name = "Conflict Situations"
value = 3.57

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.57

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.56

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.55

[[workContext]]
name = "Time Pressure"
value = 3.53

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 3.52

[[workContext]]
name = "Consequence of Error"
value = 3.51

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 3.41

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.33

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.31

[[workContext]]
name = "Exposed to Contaminants"
value = 3.18

[[workContext]]
name = "Exposed to Disease or Infections"
value = 3.05

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.93

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.81

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.8

[[workContext]]
name = "Level of Competition"
value = 2.72

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.51

[[workContext]]
name = "Degree of Automation"
value = 2.51

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.48

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

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

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 2.45

[[workContext]]
name = "Public Speaking"
value = 2.4

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.32

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 6.33

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 5.25

[[personFit]]
name = "Law"
family = "specific_interest_area"
value = 4.31

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 4.08

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

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 3.07

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 3

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.97

[[personFit]]
name = "Integrity"
family = "work_style"
value = 2.93

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 2.9

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 2.51

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 2.49

[[personFit]]
name = "Protective Service"
family = "specific_interest_area"
value = 2.48

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 2.24

[[personFit]]
name = "Finance"
family = "specific_interest_area"
value = 2.09

[[personFit]]
name = "Public Speaking"
family = "specific_interest_area"
value = 2.03

[[relatedRoles]]
socCode = "11-9199.02"
slug = "role-11-9199-02"
title = "Compliance Managers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "43-4061.00"
slug = "role-43-4061-00"
title = "Eligibility Interviewers, Government Programs"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "13-1041.04"
slug = "role-13-1041-04"
title = "Government Property Inspectors and Investigators"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "13-1041.01"
slug = "role-13-1041-01"
title = "Environmental Compliance Inspectors"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "13-1041.07"
slug = "role-13-1041-07"
title = "Regulatory Affairs Specialists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "23-2011.00"
slug = "role-23-2011-00"
title = "Paralegals and Legal Assistants"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "13-1041.03"
slug = "role-13-1041-03"
title = "Equal Opportunity Representatives and Officers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "13-1041.06"
slug = "role-13-1041-06"
title = "Coroners"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "13-1041.08"
slug = "role-13-1041-08"
title = "Customs Brokers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "43-4031.00"
slug = "role-43-4031-00"
title = "Court, Municipal, and License Clerks"
tier = "Supplemental"

[[relatedRoles]]
socCode = "23-1021.00"
slug = "role-23-1021-00"
title = "Administrative Law Judges, Adjudicators, and Hearing Officers"
tier = "Supplemental"

[[careerClusters]]
cluster = "Energy & Natural Resources"
slug = "energy-natural-resources"

[[careerClusters]]
cluster = "Financial Services"
slug = "financial-services"

[[careerClusters]]
cluster = "Management & Entrepreneurship"
slug = "management-entrepreneurship"

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

[[studyPrograms]]
title = "Business, Management, Marketing, and Related Support Services"
slug = "business-management-marketing-and-related-support-services"

[[studyPrograms]]
title = "Health Professions and Related Programs"
slug = "health-professions-and-related-programs"

[[studyPrograms]]
title = "Homeland Security, Law Enforcement, Firefighting and Related Protective Services"
slug = "homeland-security-law-enforcement-firefighting-and-related-protective-services"

[[studyPrograms]]
title = "Multi/Interdisciplinary Studies"
slug = "multi-interdisciplinary-studies"

[[studyPrograms]]
title = "Natural Resources and Conservation"
slug = "natural-resources-and-conservation"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.08
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.6981205
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.8251011
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.5718207
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
