entityType = "role"
schemaVersion = "role.v1"
slug = "role-13-2051-00"
socCode = "13-2051.00"
title = "Financial and Investment Analysts"
summary = "Conduct quantitative analyses of information involving investment programs or financial data of public or private institutions, including valuation of businesses."
aliases = ["Analyst", "Financial Analyst", "Investment Analyst", "Securities Analyst", "Credit Products Officer", "Equity Research Analyst", "Planning Analyst", "Portfolio Manager", "Real Estate Analyst", "Trust Officer", "Accounting Analyst", "Acquisition Analyst"]
emergingTasks = []
capabilities = []
workContext = []

[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 = 101350
meanWage = 116490
pct10Wage = 62410
pct25Wage = 78300
pct75Wage = 132050
pct90Wage = 180550
employment = 340580
areaTitle = "U.S."

[industries]
count = 45

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 150630
medianWage = 106740
lq = 10.95

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 49110
medianWage = 100960
lq = 2.06

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 45100
medianWage = 99760
lq = 7.27

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 15980
medianWage = 101670
lq = 0.57

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 11700
medianWage = 105240
lq = 1.82

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 9670
medianWage = 91500
lq = 0.48

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 9670
medianWage = 86420
lq = 0.19

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 9340
medianWage = 83940
lq = 0.31

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 9050
medianWage = 99110
lq = 1.73

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 6740
medianWage = 94550
lq = 0.51

[[industries.top]]
naics = "524210"
slug = "524210"
title = "Insurance Agencies and Brokerages"
level = "National industry"
employment = 4320
medianWage = 82840
lq = 1.98

[[industries.top]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 4120
medianWage = 85110
lq = 4.15

[[industries.concentrated]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 150630
lq = 10.95

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 45100
lq = 7.27

[[industries.concentrated]]
naics = "221114"
slug = "221114"
title = "Solar Electric Power Generation"
level = "National industry"
employment = 130
lq = 4.22

[[industries.concentrated]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 4120
lq = 4.15

[[industries.concentrated]]
naics = "541720"
slug = "541720"
title = "Research and Development in the Social Sciences and Humanities"
level = "National industry"
employment = 350
lq = 2.61

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 49110
lq = 2.06

[[industries.concentrated]]
naics = "524210"
slug = "524210"
title = "Insurance Agencies and Brokerages"
level = "National industry"
employment = 4320
lq = 1.98

[[industries.concentrated]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 11700
lq = 1.82

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

[aiOutlook.index]
value = 87
percentile = 93
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 94
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 82
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 = 0.23
percentile = 35
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
beta = 0.46153846153846156
gamma = 0.9230769230769231

[aiOutlook.bls]
growthPercent = 5.7
growthPercentile = 79
direction = "About average"
annualOpeningsThousands = 25.1
annualOpeningsPercentile = 81
employment2024Thousands = 368.5
employment2034Thousands = 389.6

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 1.380615
percentile = 94
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 = 0.9230769230769231
percentile = 82
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 = 0.2783547531305114
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 data on price, yield, stability, future investment-risk trends, economic influences, and other factors affecting investment programs."
usagePercent = 0.07733896445899699

[[aiOutlook.usageTasks]]
task = "Analyze financial or operational performance of companies facing financial difficulties to identify or recommend remedies."
usagePercent = 0.06491132209573187

[[aiOutlook.usageTasks]]
task = "Present oral or written reports on general economic trends, individual corporations, and entire industries."
usagePercent = 0.041802069767346316

[[aiOutlook.usageTasks]]
task = "Draw charts and graphs, using computer spreadsheets, to illustrate technical reports."
usagePercent = 0.024341745785899455

[[aiOutlook.usageTasks]]
task = "Employ financial models to develop solutions to financial problems or to assess the financial or capital impact of transactions."
usagePercent = 0.023622791269016348

[[aiOutlook.usageTasks]]
task = "Monitor fundamental economic, industrial, and corporate developments by analyzing information from financial publications and services, investment banking firms, government agencies, trade publications, company sources, or personal interviews."
usagePercent = 0.022287590023376293

[[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 = 7
taskCount = 8
totalSample = 1482
autonomyMedian = 3
dominantCollaboration = "directive"
automationShare = 45.07
augmentationShare = 46.78
workUsePercent = 24.66
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 42.47

[[aiPlaybook.collaboration]]
label = "learning"
percent = 23.9

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 19.93

[[aiPlaybook.collaboration]]
label = "validation"
percent = 2.95

[[aiPlaybook.collaboration]]
label = "feedback loop"
percent = 2.6

[[aiPlaybook.useCase]]
label = "personal"
percent = 61.44

[[aiPlaybook.useCase]]
label = "work"
percent = 24.66

[[aiPlaybook.useCase]]
label = "coursework"
percent = 11.03

[[aiPlaybook.delegatedTasks]]
task = "Inform investment decisions by analyzing financial information to forecast business, industry, or economic conditions."
usagePercent = 0.06380797599699962
collaboration = "directive"
autonomyMedian = 4
sampleCount = 638

[[aiPlaybook.delegatedTasks]]
task = "Interpret data on price, yield, stability, future investment-risk trends, economic influences, and other factors affecting investment programs."
usagePercent = 0.02450306288286036
collaboration = "learning"
autonomyMedian = 3
sampleCount = 245

[[aiPlaybook.delegatedTasks]]
task = "Recommend investments and investment timing to companies, investment firm staff, or the public."
usagePercent = 0.016902112764095513
collaboration = "directive"
autonomyMedian = 4
sampleCount = 169

[[aiPlaybook.delegatedTasks]]
task = "Draw charts and graphs, using computer spreadsheets, to illustrate technical reports."
usagePercent = 0.015401925240655083
collaboration = "directive"
autonomyMedian = 4
sampleCount = 154

[[aiPlaybook.delegatedTasks]]
task = "Monitor fundamental economic, industrial, and corporate developments by analyzing information from financial publications and services, investment banking firms, government agencies, trade publications, company sources, or personal interviews."
usagePercent = 0.01350168771096387
collaboration = "directive"
autonomyMedian = 3
sampleCount = 135

[[aiPlaybook.delegatedTasks]]
task = "Present oral or written reports on general economic trends, individual corporations, and entire industries."
usagePercent = 0.006400800100012502
collaboration = "directive"
autonomyMedian = 3
sampleCount = 64

[[aiPlaybook.delegatedTasks]]
task = "Evaluate and compare the relative quality of various securities in a given industry."
usagePercent = 0.005500687585948244
collaboration = "directive"
autonomyMedian = 3
sampleCount = 55

[[aiPlaybook.boundaryTasks]]
task = "Present oral or written reports on general economic trends, individual corporations, and entire industries."
humanNeededPercent = 100
sampleCount = 64

[[aiPlaybook.boundaryTasks]]
task = "Evaluate and compare the relative quality of various securities in a given industry."
humanNeededPercent = 96.36363636363636
sampleCount = 55

[[aiPlaybook.boundaryTasks]]
task = "Monitor fundamental economic, industrial, and corporate developments by analyzing information from financial publications and services, investment banking firms, government agencies, trade publications, company sources, or personal interviews."
humanNeededPercent = 96.29629629629629
sampleCount = 135

[[aiPlaybook.boundaryTasks]]
task = "Interpret data on price, yield, stability, future investment-risk trends, economic influences, and other factors affecting investment programs."
humanNeededPercent = 94.28571428571428
sampleCount = 245

[[aiPlaybook.boundaryTasks]]
task = "Recommend investments and investment timing to companies, investment firm staff, or the public."
humanNeededPercent = 94.0828402366864
sampleCount = 169

[[aiPlaybook.boundaryTasks]]
task = "Inform investment decisions by analyzing financial information to forecast business, industry, or economic conditions."
humanNeededPercent = 92.6332288401254
sampleCount = 638

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: inform investment decisions by analyzing financial information to forecast business, industry, or economic conditions. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to interpret data on price, yield, stability, future investment-risk trends, economic influences, and other factors affecting investment programs, then check my work as I try it myself."
collaboration = "learning"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: recommend investments and investment timing to companies, investment firm staff, or the public. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: draw charts and graphs, using computer spreadsheets, to illustrate technical reports. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: monitor fundamental economic, industrial, and corporate developments by analyzing information from financial publications and services, investment banking firms, government agencies, trade publications, company sources, or personal interviews. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 26
skills = 31
capabilities = 0
tools = 180
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "2ad6b34ac326bc8f"

[[tasks]]
text = "Advise clients on aspects of capitalization, such as amounts, sources, or timing."
type = "n/a"
iwa = "4.A.4.b.6.e"

[[tasks]]
text = "Analyze financial or operational performance of companies facing financial difficulties to identify or recommend remedies."
type = "n/a"
iwa = "4.A.2.a.4.k"

[[tasks]]
text = "Assess companies as investments for clients by examining company facilities."
type = "n/a"
iwa = "4.A.1.b.1.b"

[[tasks]]
text = "Collaborate on projects with other professionals, such as lawyers, accountants, or public relations experts."
type = "n/a"
iwa = "4.A.4.b.1.c"

[[tasks]]
text = "Collaborate with investment bankers to attract new corporate clients."
type = "n/a"
iwa = "4.A.4.a.2.e"

[[tasks]]
text = "Conduct financial analyses related to investments in green construction or green retrofitting projects."
type = "n/a"
iwa = "4.A.2.a.4.c"

[[tasks]]
text = "Confer with clients to restructure debt, refinance debt, or raise new debt."
type = "n/a"
iwa = "4.A.4.b.6.k"

[[tasks]]
text = "Create client presentations of plan details."
type = "n/a"
iwa = "4.A.4.a.1.a"

[[tasks]]
text = "Determine the prices at which securities should be syndicated and offered to the public."
type = "n/a"
iwa = "4.A.2.b.1.a"

[[tasks]]
text = "Develop and maintain client relationships."
type = "n/a"
iwa = "4.A.4.a.4.a"

[[tasks]]
text = "Draw charts and graphs, using computer spreadsheets, to illustrate technical reports."
type = "n/a"
iwa = "4.A.2.b.2.o"

[[tasks]]
text = "Employ financial models to develop solutions to financial problems or to assess the financial or capital impact of transactions."
type = "n/a"
iwa = "4.A.2.a.4.k"

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

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

[[activities]]
name = "Identify strategic business investment opportunities."
iwa = "4.A.1.b.1.b"

[[activities]]
name = "Evaluate condition of properties."
iwa = "4.A.2.a.1.i"

[[activities]]
name = "Confer with others about financial matters."
iwa = "4.A.4.b.1.c"

[[activities]]
name = "Collaborate with others in marketing activities."
iwa = "4.A.4.a.2.e"

[[activities]]
name = "Analyze risks related to investments in green technology."
iwa = "4.A.2.a.4.c"

[[activities]]
name = "Advise others on financial matters."
iwa = "4.A.4.b.6.k"

[[activities]]
name = "Present work to clients for approval."
iwa = "4.A.4.a.1.a"

[[activities]]
name = "Determine the value of goods or services."
iwa = "4.A.2.b.1.a"

[[activities]]
name = "Develop business relationships."
iwa = "4.A.4.a.4.a"

[[activities]]
name = "Create images of data, locations, or products."
iwa = "4.A.2.b.2.o"

[[activities]]
name = "Apply mathematical models of financial or business conditions."
iwa = "4.A.2.a.4.k"

[[activities]]
name = "Assess financial status of clients."
iwa = "4.A.2.a.1.i"

[[activities]]
name = "Analyze market conditions or trends."
iwa = "4.A.2.a.4.b"

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

[[activities]]
name = "Analyze industry trends."
iwa = "4.A.2.a.4.b"

[[activities]]
name = "Prepare contracts or other transaction documents."
iwa = "4.A.3.b.6.m"

[[activities]]
name = "Develop financial or business plans."
iwa = "4.A.2.b.2.h"

[[activities]]
name = "Present business-related information to audiences."
iwa = "4.A.4.a.3.c"

[[activities]]
name = "Purchase products or services."
iwa = "4.A.4.c.3.e"

[[activities]]
name = "Recommend investments to clients."
iwa = "4.A.4.b.6.k"

[[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 = "Supervise employees."
iwa = "4.A.4.b.4.a"

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Apache Hive"
type = "Specialized Skill"

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

[[skills]]
name = "Oracle Hyperion Financial Management"
type = "Specialized Skill"

[[skills]]
name = "Oracle Hyperion"
type = "Specialized Skill"

[[skills]]
name = "Oracle Essbase"
type = "Specialized Skill"

[[skills]]
name = "Oracle Business Intelligence Enterprise Edition"
type = "Specialized Skill"

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

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

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

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

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

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

[[skills]]
name = "IBM Notes"
type = "Specialized Skill"

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

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

[[skills]]
name = "Apple Keynote"
type = "Specialized Skill"

[[skills]]
name = "Apache Pig"
type = "Specialized Skill"

[[skills]]
name = "ADP Workforce Now"
type = "Specialized Skill"

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

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

[[skills]]
name = "Financial Analysis Software"
type = "Specialized Skill"

[[skills]]
name = "Accounting Software"
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 Power BI"
category = "Business intelligence and data analysis software"
hot = true
inDemand = true

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

[[tools]]
example = "SAP software"
category = "Enterprise resource planning ERP 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 = "Tableau"
category = "Business intelligence and data analysis software"
hot = true
inDemand = true

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

[[tools]]
example = "Apache Hive"
category = "Data base management system software"
hot = true
inDemand = false

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

[[tools]]
example = "IBM SPSS Statistics"
category = "Analytical or scientific software"
hot = true
inDemand = false

[[tools]]
example = "Intuit QuickBooks"
category = "Accounting software"
hot = true
inDemand = false

[[tools]]
example = "Marketo Marketing Automation"
category = "Sales and marketing software"
hot = true
inDemand = false

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

[[tools]]
example = "Microsoft Project"
category = "Project management 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 SQL Server Reporting Services SSRS"
category = "Data base reporting software"
hot = true
inDemand = false

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

[[tools]]
example = "Microsoft Visual Basic"
category = "Development environment software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Visual Basic for Applications VBA"
category = "Development environment software"
hot = true
inDemand = false

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

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

[[tools]]
example = "Oracle PeopleSoft"
category = "Enterprise resource planning ERP software"
hot = true
inDemand = false

[[tools]]
example = "Oracle Primavera Enterprise Project Portfolio Management"
category = "Project management software"
hot = true
inDemand = false

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

[[tools]]
example = "Salesforce software"
category = "Customer relationship management CRM software"
hot = true
inDemand = false

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

[[tools]]
example = "Teradata Database"
category = "Data base management system software"
hot = true
inDemand = false

[[tools]]
example = "The MathWorks MATLAB"
category = "Analytical or scientific software"
hot = true
inDemand = false

[[tools]]
example = "Workday software"
category = "Enterprise resource planning ERP software"
hot = true
inDemand = false

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

[[tools]]
example = "ADP Workforce Now"
category = "Human resources software"
hot = false
inDemand = false

[[tools]]
example = "Advanced Portfolio Technologies Report Builder"
category = "Financial analysis software"
hot = false
inDemand = false

[[tools]]
example = "Advanced Portfolio Technologies Simulator"
category = "Financial analysis software"
hot = false
inDemand = false

[[tools]]
example = "Analyse-it"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "AnalyzerXL"
category = "Financial analysis software"
hot = false
inDemand = false

[[tools]]
example = "Annuities analysis software"
category = "Financial analysis software"
hot = false
inDemand = false

[[tools]]
example = "Apache Pig"
category = "Data base management system software"
hot = false
inDemand = false

[[personFit]]
name = "Finance"
family = "specific_interest_area"
value = 6.62

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

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.54

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 5.25

[[personFit]]
name = "Business Initiatives"
family = "specific_interest_area"
value = 5.11

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 5.09

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 5.06

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 5

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 5

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

[[personFit]]
name = "Public Speaking"
family = "specific_interest_area"
value = 3.64

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 3.47

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 3.3

[[personFit]]
name = "Sales"
family = "specific_interest_area"
value = 3.26

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

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 2.7

[[relatedRoles]]
socCode = "13-2052.00"
slug = "role-13-2052-00"
title = "Personal Financial Advisors"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "41-3031.00"
slug = "role-41-3031-00"
title = "Securities, Commodities, and Financial Services Sales Agents"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "11-3031.03"
slug = "role-11-3031-03"
title = "Investment Fund Managers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "13-2054.00"
slug = "role-13-2054-00"
title = "Financial Risk Specialists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "13-2099.01"
slug = "role-13-2099-01"
title = "Financial Quantitative Analysts"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "13-2041.00"
slug = "role-13-2041-00"
title = "Credit Analysts"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "11-3031.00"
slug = "role-11-3031-00"
title = "Financial Managers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "13-2072.00"
slug = "role-13-2072-00"
title = "Loan Officers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "43-4011.00"
slug = "role-43-4011-00"
title = "Brokerage Clerks"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "15-2051.01"
slug = "role-15-2051-01"
title = "Business Intelligence Analysts"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "13-2071.00"
slug = "role-13-2071-00"
title = "Credit Counselors"
tier = "Supplemental"

[[relatedRoles]]
socCode = "13-1161.00"
slug = "role-13-1161-00"
title = "Market Research Analysts and Marketing Specialists"
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 = "Multi/Interdisciplinary Studies"
slug = "multi-interdisciplinary-studies"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.23
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 1.380615
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 1.163871
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 1.272825
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
