entityType = "role"
schemaVersion = "role.v1"
slug = "role-13-2099-01"
socCode = "13-2099.01"
title = "Financial Quantitative Analysts"
summary = "Develop quantitative techniques to inform securities investing, equities investing, pricing, or valuation of financial instruments. Develop mathematical or statistical models for risk management, asset optimization, pricing, or relative value analysis."
aliases = ["Investment Strategist", "Portfolio Manager", "Quantitative Analyst", "Quantitative Equity Analyst", "Investment Portfolio Control Consultant", "Quantitative Research Analyst", "Quantitative Strategy Analyst", "Research Analyst", "Analyst", "Data Analyst", "Equity Analyst", "Equity Structurer"]
emergingTasks = []

[preparation]
jobZone = "5"
jobZoneName = "Job Zone Five: Extensive Preparation Needed"
education = "Most of these occupations require graduate school. For example, they may require a master's degree, and some require a Ph.D., M.D., or J.D. (law degree)."
experience = "Extensive skill, knowledge, and experience are needed for these occupations. Many require more than five years of experience. For example, surgeons must complete four years of college and an additional five to seven years of specialized medical training to be able to do their job."
svpRange = "(8.0 and above)"

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 60

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 35

[[preparation.educationDistribution]]
label = "Doctoral Degree"
percentage = 5

[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 = 89
percentile = 94
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

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

[[aiOutlook.index.components]]
percentile = 95
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 = 0.3783783783783784
beta = 0.6891891891891893
gamma = 1

[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 = 1
percentile = 95
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 = "Interpret results of financial analysis procedures."
usagePercent = 0.10096175572801334
importance = 4.1

[[aiOutlook.usageTasks]]
task = "Apply mathematical or statistical techniques to address practical issues in finance, such as derivative valuation, securities trading, risk management, or financial market regulation."
usagePercent = 0.053408049825602176
importance = 4.4

[[aiOutlook.usageTasks]]
task = "Research or develop analytical tools to address issues such as portfolio construction or optimization, performance measurement, attribution, profit and loss measurement, or pricing models."
usagePercent = 0.0499159850293128
importance = 4.15

[[aiOutlook.usageTasks]]
task = "Produce written summary reports of financial research results."
usagePercent = 0.03851542054730926
importance = 3.65

[[aiOutlook.usageTasks]]
task = "Provide application or analytical support to researchers or traders on issues such as valuations or data."
usagePercent = 0.016946785040816075
importance = 3.58

[[aiOutlook.usageTasks]]
task = "Identify, track, or maintain metrics for trading system operations."
usagePercent = 0.012941181303895911
importance = 2.88

[[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 = 12
totalSample = 1203
autonomyMedian = 4
dominantCollaboration = "directive"
automationShare = 37.17
augmentationShare = 52.73
workUsePercent = 42.08
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 34.48

[[aiPlaybook.collaboration]]
label = "learning"
percent = 24.65

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 22.43

[[aiPlaybook.collaboration]]
label = "validation"
percent = 5.65

[[aiPlaybook.collaboration]]
label = "feedback loop"
percent = 2.69

[[aiPlaybook.useCase]]
label = "work"
percent = 42.08

[[aiPlaybook.useCase]]
label = "personal"
percent = 31.6

[[aiPlaybook.useCase]]
label = "coursework"
percent = 24

[[aiPlaybook.delegatedTasks]]
task = "Research or develop analytical tools to address issues such as portfolio construction or optimization, performance measurement, attribution, profit and loss measurement, or pricing models."
usagePercent = 0.05320665083135391
collaboration = "directive"
autonomyMedian = 4
sampleCount = 532

[[aiPlaybook.delegatedTasks]]
task = "Interpret results of financial analysis procedures."
usagePercent = 0.013601700212526567
collaboration = "learning"
autonomyMedian = 3
sampleCount = 136

[[aiPlaybook.delegatedTasks]]
task = "Apply mathematical or statistical techniques to address practical issues in finance, such as derivative valuation, securities trading, risk management, or financial market regulation."
usagePercent = 0.012501562695336917
collaboration = "directive"
autonomyMedian = 3
sampleCount = 125

[[aiPlaybook.delegatedTasks]]
task = "Provide application or analytical support to researchers or traders on issues such as valuations or data."
usagePercent = 0.009401175146893362
collaboration = "directive"
autonomyMedian = 4
sampleCount = 94

[[aiPlaybook.delegatedTasks]]
task = "Produce written summary reports of financial research results."
usagePercent = 0.009401175146893362
collaboration = "directive"
autonomyMedian = 3
sampleCount = 94

[[aiPlaybook.delegatedTasks]]
task = "Prepare requirements documentation for use by software developers."
usagePercent = 0.0068008501062632835
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 68

[[aiPlaybook.delegatedTasks]]
task = "Maintain or modify all financial analytic models in use."
usagePercent = 0.0030003750468808603
autonomyMedian = 4
sampleCount = 30

[[aiPlaybook.boundaryTasks]]
task = "Produce written summary reports of financial research results."
humanNeededPercent = 95.74468085106383
sampleCount = 94

[[aiPlaybook.boundaryTasks]]
task = "Provide application or analytical support to researchers or traders on issues such as valuations or data."
humanNeededPercent = 93.61702127659575
sampleCount = 94

[[aiPlaybook.boundaryTasks]]
task = "Interpret results of financial analysis procedures."
humanNeededPercent = 92.64705882352942
sampleCount = 136

[[aiPlaybook.boundaryTasks]]
task = "Prepare requirements documentation for use by software developers."
humanNeededPercent = 91.17647058823529
sampleCount = 68

[[aiPlaybook.boundaryTasks]]
task = "Apply mathematical or statistical techniques to address practical issues in finance, such as derivative valuation, securities trading, risk management, or financial market regulation."
humanNeededPercent = 88
sampleCount = 125

[[aiPlaybook.boundaryTasks]]
task = "Research or develop analytical tools to address issues such as portfolio construction or optimization, performance measurement, attribution, profit and loss measurement, or pricing models."
humanNeededPercent = 81.203007518797
sampleCount = 532

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: research or develop analytical tools to address issues such as portfolio construction or optimization, performance measurement, attribution, profit and loss measurement, or pricing models. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to interpret results of financial analysis procedures, then check my work as I try it myself."
collaboration = "learning"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: apply mathematical or statistical techniques to address practical issues in finance, such as derivative valuation, securities trading, risk management, or financial market regulation. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: provide application or analytical support to researchers or traders on issues such as valuations or data. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: produce written summary reports of financial research results. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 21
skills = 45
capabilities = 120
tools = 36
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "f59937d926f4c703"

[[tasks]]
text = "Apply mathematical or statistical techniques to address practical issues in finance, such as derivative valuation, securities trading, risk management, or financial market regulation."
type = "Core"
iwa = "4.A.2.a.4.k"

[[tasks]]
text = "Research or develop analytical tools to address issues such as portfolio construction or optimization, performance measurement, attribution, profit and loss measurement, or pricing models."
type = "Core"
iwa = "4.A.3.b.2.f"

[[tasks]]
text = "Interpret results of financial analysis procedures."
type = "Core"
iwa = "4.A.2.a.4.k"

[[tasks]]
text = "Develop core analytical capabilities or model libraries, using advanced statistical, quantitative, or econometric techniques."
type = "Core"
iwa = "4.A.2.a.4.k"

[[tasks]]
text = "Define or recommend model specifications or data collection methods."
type = "Core"
iwa = "4.A.4.b.6.e"

[[tasks]]
text = "Maintain or modify all financial analytic models in use."
type = "Core"
iwa = "4.A.2.a.4.k"

[[tasks]]
text = "Produce written summary reports of financial research results."
type = "Core"
iwa = "4.A.3.b.6.a"

[[tasks]]
text = "Provide application or analytical support to researchers or traders on issues such as valuations or data."
type = "Core"
iwa = "4.A.4.b.6.e"

[[tasks]]
text = "Devise or apply independent models or tools to help verify results of analytical systems."
type = "Core"
iwa = "4.A.2.a.4.k"

[[tasks]]
text = "Collaborate in the development or testing of new analytical software to ensure compliance with user requirements, specifications, or scope."
type = "Core"
iwa = "4.A.3.b.2.f"

[[tasks]]
text = "Confer with other financial engineers or analysts on trading strategies, market dynamics, or trading system performance to inform development of quantitative techniques."
type = "Core"
iwa = "4.A.4.a.2.e"

[[tasks]]
text = "Consult traders or other financial industry personnel to determine the need for new or improved analytical applications."
type = "Core"
iwa = "4.A.4.a.2.e"

[[activities]]
name = "Develop technical specifications for systems or equipment."
iwa = "4.A.3.b.2.a"

[[activities]]
name = "Advise others on analytical techniques."
iwa = "4.A.4.b.6.e"

[[activities]]
name = "Monitor business indicators."
iwa = "4.A.1.a.2.c"

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

[[activities]]
name = "Assess the cost effectiveness of products, projects, or services."
iwa = "4.A.2.a.1.g"

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

[[activities]]
name = "Prepare financial documents, reports, or budgets."
iwa = "4.A.3.b.6.a"

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

[[activities]]
name = "Discuss business strategies, practices, or policies with managers."
iwa = "4.A.4.a.2.e"

[[activities]]
name = "Confer with personnel to coordinate business operations."
iwa = "4.A.4.a.2.e"

[[activities]]
name = "Develop financial analysis methods."
iwa = "4.A.3.b.2.f"

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

[[activities]]
name = "Measure effectiveness of business strategies or practices."
iwa = "4.A.2.a.1.b"

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 4.63

[[capabilities]]
name = "Mathematics"
family = "essential_skill"
value = 4.38

[[capabilities]]
name = "Mathematical Reasoning"
family = "ability"
value = 4.38

[[capabilities]]
name = "Economics and Accounting"
family = "knowledge"
value = 4.2

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 4.12

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

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.88

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

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

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

[[capabilities]]
name = "Number Facility"
family = "ability"
value = 3.88

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

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

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

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.75

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

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

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.75

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

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.7

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.62

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 3.5

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

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

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.38

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Systems Evaluation"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.25

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

[[capabilities]]
name = "Originality"
family = "ability"
value = 3.12

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.05

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

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

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Microsoft Visual Studio"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "IBM Cognos Business Intelligence"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

[[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 PowerPoint"
category = "Presentation software"
hot = true
inDemand = true

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

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

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

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

[[tools]]
example = "Amazon Web Services AWS software"
category = "Data base user interface and query software"
hot = true
inDemand = false

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

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

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

[[tools]]
example = "JavaScript"
category = "Web platform development software"
hot = true
inDemand = false

[[tools]]
example = "Linux"
category = "Operating system software"
hot = true
inDemand = false

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

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

[[tools]]
example = "Microsoft Power BI"
category = "Business intelligence and data analysis 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 = "Microsoft Visual Basic"
category = "Development environment software"
hot = true
inDemand = false

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

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

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

[[tools]]
example = "UNIX"
category = "Operating system software"
hot = true
inDemand = false

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

[[tools]]
example = "IBM Cognos Business Intelligence"
category = "Data mining software"
hot = false
inDemand = false

[[tools]]
example = "Insightful S-PLUS"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

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

[[tools]]
example = "MicroStrategy Desktop"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "Oracle JD Edwards EnterpriseOne"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "StataCorp Stata"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[workContext]]
name = "E-Mail"
value = 4.95

[[workContext]]
name = "Spend Time Sitting"
value = 4.7

[[workContext]]
name = "Level of Competition"
value = 4.42

[[workContext]]
name = "Telephone Conversations"
value = 4.33

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.28

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.22

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.2

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.11

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.9

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.85

[[workContext]]
name = "Time Pressure"
value = 3.75

[[workContext]]
name = "Contact With Others"
value = 3.65

[[workContext]]
name = "Frequency of Decision Making"
value = 3.42

[[workContext]]
name = "Consequence of Error"
value = 3.21

[[workContext]]
name = "Written Letters and Memos"
value = 3.18

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.17

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.17

[[workContext]]
name = "Degree of Automation"
value = 2.79

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.74

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.6

[[workContext]]
name = "Physical Proximity"
value = 2.56

[[workContext]]
name = "Public Speaking"
value = 2.45

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.25

[[workContext]]
name = "Conflict Situations"
value = 2.25

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.1

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2

[[workContext]]
name = "Spend Time Standing"
value = 1.89

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 1.65

[[workContext]]
name = "Health and Safety of Other Workers"
value = 1.45

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 1.39

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.16

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 1.06

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 1.06

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.05

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 1.05

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 1.05

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 1.05

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 1

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 6.67

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 6.33

[[personFit]]
name = "Finance"
family = "specific_interest_area"
value = 6.14

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

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.79

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

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

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 3.69

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 3.62

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 3.45

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

[[personFit]]
name = "Business Initiatives"
family = "specific_interest_area"
value = 2.45

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 2.34

[[personFit]]
name = "Intellectual Curiosity"
family = "work_style"
value = 2.33

[[personFit]]
name = "Achievement Orientation"
family = "work_style"
value = 2.24

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 2

[[relatedRoles]]
socCode = "15-2051.00"
slug = "role-15-2051-00"
title = "Data Scientists"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "13-2051.00"
slug = "role-13-2051-00"
title = "Financial and Investment Analysts"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "15-2041.00"
slug = "role-15-2041-00"
title = "Statisticians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "15-2031.00"
slug = "role-15-2031-00"
title = "Operations Research Analysts"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "43-9111.00"
slug = "role-43-9111-00"
title = "Statistical Assistants"
tier = "Primary-Long"

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

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

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

[[relatedRoles]]
socCode = "19-3011.00"
slug = "role-19-3011-00"
title = "Economists"
tier = "Supplemental"

[[relatedRoles]]
socCode = "15-2011.00"
slug = "role-15-2011-00"
title = "Actuaries"
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"
