entityType = "role"
schemaVersion = "role.v1"
slug = "role-13-2099-04"
socCode = "13-2099.04"
title = "Fraud Examiners, Investigators and Analysts"
summary = "Obtain evidence, take statements, produce reports, and testify to findings regarding resolution of fraud allegations. May coordinate fraud detection and prevention activities."
aliases = ["Certified Fraud Examiner (CFE)", "Forensic Accountant", "Investigator", "Special Investigations Unit Investigator (SIU Investigator)", "Anti-Fraud Operations Analyst", "Casino Gaming Regulator", "Confidential Investigator", "Financial Crimes Investigator", "Financial Investigator", "Fraud Analyst", "AML Analyst (Anti-Money Laundering Analyst)", "AML Consultant (Anti-Money Laundering Consultant)"]
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 = 75

[[preparation.educationDistribution]]
label = "Post-Baccalaureate Certificate"
percentage = 8.33

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 8.33

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 4.17

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 4.17

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

[market]
medianWage = 80190
meanWage = 93890
pct10Wage = 46420
pct25Wage = 60140
pct75Wage = 109120
pct90Wage = 151780
employment = 127450
areaTitle = "U.S."

[industries]
count = 31

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 40340
medianWage = 78030
lq = 7.84

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 10290
medianWage = 81030
lq = 4.43

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 7640
medianWage = 63750
lq = 0.68

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 7510
medianWage = 93690
lq = 0.84

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 7030
medianWage = 64930
lq = 0.37

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 5080
medianWage = 52770
lq = 1.39

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 4220
medianWage = 64070
lq = 0.57

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 2700
medianWage = 82900
lq = 1.12

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 2280
medianWage = 77880
lq = 0.46

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 2200
medianWage = 105650
lq = 0.21

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 2130
medianWage = 72560
lq = 0.17

[[industries.top]]
naics = "524210"
slug = "524210"
title = "Insurance Agencies and Brokerages"
level = "National industry"
employment = 1100
medianWage = 83870
lq = 1.34

[[industries.concentrated]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 40340
lq = 7.84

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 10290
lq = 4.43

[[industries.concentrated]]
naics = "813930"
slug = "813930"
title = "Labor Unions and Similar Labor Organizations"
level = "National industry"
employment = 160
lq = 1.83

[[industries.concentrated]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 600
lq = 1.62

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 5080
lq = 1.39

[[industries.concentrated]]
naics = "524210"
slug = "524210"
title = "Insurance Agencies and Brokerages"
level = "National industry"
employment = 1100
lq = 1.34

[[industries.concentrated]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 2700
lq = 1.12

[[industries.concentrated]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 430
lq = 0.9

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

[aiOutlook.index]
value = 82
percentile = 87
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 93
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 73
source = "openai_gpts_are_gpts"

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

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.33
percentile = 40
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 = 0.09090909090909091
beta = 0.4772727272727273
gamma = 0.8636363636363636

[aiOutlook.bls]
growthPercent = 3.1
growthPercentile = 53
direction = "About average"
annualOpeningsThousands = 10.3
annualOpeningsPercentile = 64
employment2024Thousands = 137.1
employment2034Thousands = 141.4

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 1.361362
percentile = 93
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 = 0.8636363636363636
percentile = 73
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 = 0.24584331921272928
percentile = 79
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 = "Maintain knowledge of current events and trends in such areas as money laundering and criminal tools and techniques."
usagePercent = 0.00523809719443406
importance = 4.12

[[aiOutlook.usageTasks]]
task = "Prepare written reports of investigation findings."
usagePercent = 0.004005603736920163
importance = 4.71

[[aiOutlook.usageTasks]]
task = "Gather financial documents related to investigations."
usagePercent = 0.002978525855658583
importance = 4.83

[[aiOutlook.usageTasks]]
task = "Analyze financial data to detect irregularities in areas such as billing trends, financial relationships, and regulatory compliance procedures."
usagePercent = 0.002773110279406267
importance = 4.18

[[aiOutlook.usageTasks]]
task = "Review reports of suspected fraud to determine need for further investigation."
usagePercent = 0.002464986915027793
importance = 4.21

[[aiOutlook.usageTasks]]
task = "Conduct in-depth investigations of suspicious financial activity, such as suspected money-laundering efforts."
usagePercent = 0.0022595713387754766
importance = 4.09

[[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 = 6
totalSample = 217
autonomyMedian = 3.5
dominantCollaboration = "task iteration"
automationShare = 24.59
augmentationShare = 54.92
workUsePercent = 67.21
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 35.25

[[aiPlaybook.collaboration]]
label = "directive"
percent = 24.59

[[aiPlaybook.collaboration]]
label = "learning"
percent = 19.67

[[aiPlaybook.useCase]]
label = "work"
percent = 67.21

[[aiPlaybook.useCase]]
label = "personal"
percent = 16.39

[[aiPlaybook.delegatedTasks]]
task = "Prepare written reports of investigation findings."
usagePercent = 0.0077009626203275415
collaboration = "task iteration"
autonomyMedian = 3
sampleCount = 77

[[aiPlaybook.delegatedTasks]]
task = "Maintain knowledge of current events and trends in such areas as money laundering and criminal tools and techniques."
usagePercent = 0.00450056257032129
collaboration = "learning"
autonomyMedian = 4
sampleCount = 45

[[aiPlaybook.boundaryTasks]]
task = "Prepare written reports of investigation findings."
humanNeededPercent = 97.40259740259741
sampleCount = 77

[[aiPlaybook.boundaryTasks]]
task = "Maintain knowledge of current events and trends in such areas as money laundering and criminal tools and techniques."
humanNeededPercent = 95.55555555555556
sampleCount = 45

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: prepare written reports of investigation findings. I'll give feedback as we go."
collaboration = "task iteration"

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to maintain knowledge of current events and trends in such areas as money laundering and criminal tools and techniques, then check my work as I try it myself."
collaboration = "learning"

[counts]
tasks = 23
skills = 43
capabilities = 120
tools = 28
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "1a60dd642b3935d9"

[[tasks]]
text = "Gather financial documents related to investigations."
type = "Core"
iwa = "4.A.1.a.1.d"

[[tasks]]
text = "Interview witnesses or suspects and take statements."
type = "Core"
iwa = "4.A.1.a.1.w"

[[tasks]]
text = "Prepare written reports of investigation findings."
type = "Core"
iwa = "4.A.3.b.6.n"

[[tasks]]
text = "Document all investigative activities."
type = "Core"
iwa = "4.A.3.b.6.b"

[[tasks]]
text = "Create and maintain logs, records, or databases of information about fraudulent activity."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Lead, or participate in, fraud investigation teams."
type = "Core"
iwa = "4.A.1.a.1.c"

[[tasks]]
text = "Coordinate investigative efforts with law enforcement officers and attorneys."
type = "Core"
iwa = "4.A.1.a.1.c"

[[tasks]]
text = "Testify in court regarding investigation findings."
type = "Core"
iwa = "4.A.4.a.3.a"

[[tasks]]
text = "Prepare evidence for presentation in court."
type = "Core"
iwa = "4.A.1.a.1.c"

[[tasks]]
text = "Recommend actions in fraud cases."
type = "Core"
iwa = "4.A.4.b.6.e"

[[tasks]]
text = "Review reports of suspected fraud to determine need for further investigation."
type = "Core"
iwa = "4.A.1.a.1.c"

[[tasks]]
text = "Design, implement, or maintain fraud detection tools or procedures."
type = "Core"
iwa = "4.A.3.b.2.f"

[[activities]]
name = "Update professional knowledge."
iwa = "4.A.2.b.3.a"

[[activities]]
name = "Train personnel to enhance job skills."
iwa = "4.A.4.b.3.d"

[[activities]]
name = "Collect evidence for legal proceedings."
iwa = "4.A.1.a.1.c"

[[activities]]
name = "Obtain documentation to authorize activities."
iwa = "4.A.1.a.1.q"

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

[[activities]]
name = "Negotiate contracts with clients or service providers."
iwa = "4.A.4.a.7.b"

[[activities]]
name = "Detain suspects or witnesses."
iwa = "4.A.3.a.1.k"

[[activities]]
name = "Apprehend criminal suspects."
iwa = "4.A.3.a.1.k"

[[activities]]
name = "Testify at legal or legislative proceedings."
iwa = "4.A.4.a.3.a"

[[activities]]
name = "Advise others on business or operational matters."
iwa = "4.A.4.b.6.e"

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

[[activities]]
name = "Prepare legal or investigatory documentation."
iwa = "4.A.3.b.6.n"

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

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

[[activities]]
name = "Interview witnesses, suspects, or claimants."
iwa = "4.A.1.a.1.w"

[[activities]]
name = "Develop business or financial information systems."
iwa = "4.A.3.b.2.f"

[[activities]]
name = "Gather financial records."
iwa = "4.A.1.a.1.d"

[[activities]]
name = "Assess risks to business operations."
iwa = "4.A.2.a.4.c"

[[activities]]
name = "Analyze business or financial data."
iwa = "4.A.2.a.4.k"

[[activities]]
name = "Document information related to legal proceedings."
iwa = "4.A.3.b.6.b"

[[activities]]
name = "Maintain data in information systems or databases."
iwa = "4.A.3.b.6.h"

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

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

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 4.12

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 4.12

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

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 4.12

[[capabilities]]
name = "Economics and Accounting"
family = "knowledge"
value = 4.04

[[capabilities]]
name = "Law and Government"
family = "knowledge"
value = 4.04

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

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

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 4

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 4

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

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

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

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

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.88

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

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

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

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.64

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

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.62

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.6

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.56

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.52

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.52

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.5

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3.38

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

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

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

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.12

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3.12

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

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

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

[[capabilities]]
name = "Management of Personnel Resources"
family = "transferable_skill"
value = 3

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "TriZetto QNXT"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

[[skills]]
name = "Installation"
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 = "Structured query language SQL"
category = "Data base user interface and query software"
hot = true
inDemand = true

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

[[tools]]
example = "Microsoft SharePoint"
category = "Document management software"
hot = true
inDemand = false

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

[[tools]]
example = "Microsoft Visio"
category = "Process mapping and design software"
hot = true
inDemand = false

[[tools]]
example = "Python"
category = "Object or component oriented development software"
hot = true
inDemand = false

[[tools]]
example = "R"
category = "Object or component oriented development software"
hot = true
inDemand = false

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

[[tools]]
example = "Splunk Enterprise"
category = "Cloud-based management software"
hot = true
inDemand = false

[[tools]]
example = "Tableau"
category = "Business intelligence and data analysis software"
hot = true
inDemand = false

[[tools]]
example = "ArcSight Enterprise Threat and Risk Management"
category = "Risk management data and analysis software"
hot = false
inDemand = false

[[tools]]
example = "Bookkeeping software"
category = "Accounting software"
hot = false
inDemand = false

[[tools]]
example = "Business intelligence software"
category = "Business intelligence and data analysis software"
hot = false
inDemand = false

[[tools]]
example = "Electronic health record EHR software"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Guardian Analytics FraudMAP"
category = "Business intelligence and data analysis software"
hot = false
inDemand = false

[[tools]]
example = "IBM Cognos"
category = "Business intelligence and data analysis software"
hot = false
inDemand = false

[[tools]]
example = "LexisNexis"
category = "Information retrieval or search software"
hot = false
inDemand = false

[[tools]]
example = "NortonLifeLock cybersecurity software"
category = "Transaction security and virus protection software"
hot = false
inDemand = false

[[tools]]
example = "PCG Software Virtual Examiner"
category = "Audit software"
hot = false
inDemand = false

[[tools]]
example = "SAP Business Objects"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "TIBCO Spotfire"
category = "Business intelligence and data analysis software"
hot = false
inDemand = false

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

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

[[workContext]]
name = "E-Mail"
value = 4.76

[[workContext]]
name = "Telephone Conversations"
value = 4.71

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.6

[[workContext]]
name = "Spend Time Sitting"
value = 4.52

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.36

[[workContext]]
name = "Frequency of Decision Making"
value = 4.36

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.33

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.16

[[workContext]]
name = "Contact With Others"
value = 4.12

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.12

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.08

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.04

[[workContext]]
name = "Time Pressure"
value = 4.04

[[workContext]]
name = "Written Letters and Memos"
value = 3.92

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.88

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.8

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.76

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.58

[[workContext]]
name = "Level of Competition"
value = 3.42

[[workContext]]
name = "Conflict Situations"
value = 3.2

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.16

[[workContext]]
name = "Consequence of Error"
value = 3.12

[[workContext]]
name = "Physical Proximity"
value = 3

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.96

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.84

[[workContext]]
name = "Public Speaking"
value = 2.76

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.6

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.52

[[workContext]]
name = "Degree of Automation"
value = 2.44

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 2.24

[[workContext]]
name = "Spend Time Standing"
value = 2.2

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.16

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 1.96

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.88

[[workContext]]
name = "Outdoors, Under Cover"
value = 1.84

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 1.84

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 1.8

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.76

[[workContext]]
name = "Exposed to Contaminants"
value = 1.72

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 1.64

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

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 8

[[personFit]]
name = "Integrity"
family = "work_style"
value = 7

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

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.62

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 5.46

[[personFit]]
name = "Intellectual Curiosity"
family = "work_style"
value = 5

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 4.67

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 4.57

[[personFit]]
name = "Finance"
family = "specific_interest_area"
value = 4.49

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 4.09

[[personFit]]
name = "Achievement Orientation"
family = "work_style"
value = 4

[[personFit]]
name = "Protective Service"
family = "specific_interest_area"
value = 3.96

[[personFit]]
name = "Law"
family = "specific_interest_area"
value = 3.9

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 3.23

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 3.22

[[relatedRoles]]
socCode = "33-9021.00"
slug = "role-33-9021-00"
title = "Private Detectives and Investigators"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "13-2061.00"
slug = "role-13-2061-00"
title = "Financial Examiners"
tier = "Primary-Short"

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

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

[[relatedRoles]]
socCode = "33-3021.06"
slug = "role-33-3021-06"
title = "Intelligence Analysts"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "33-9099.02"
slug = "role-33-9099-02"
title = "Retail Loss Prevention Specialists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "33-3021.02"
slug = "role-33-3021-02"
title = "Police Identification and Records 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 = "13-2011.00"
slug = "role-13-2011-00"
title = "Accountants and Auditors"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "23-1011.00"
slug = "role-23-1011-00"
title = "Lawyers"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "43-4041.00"
slug = "role-43-4041-00"
title = "Credit Authorizers, Checkers, and Clerks"
tier = "Supplemental"

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

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

[[studyPrograms]]
title = "Mathematics and Statistics"
slug = "mathematics-and-statistics"

[[studyPrograms]]
title = "Theology and Religious Vocations"
slug = "theology-and-religious-vocations"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.33
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 1.361362
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 1.221234
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 1.252594
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
