entityType = "role"
schemaVersion = "role.v1"
slug = "role-15-2031-00"
socCode = "15-2031.00"
title = "Operations Research Analysts"
summary = "Formulate and apply mathematical modeling and other optimizing methods to develop and interpret information that assists management with decisionmaking, policy formulation, or other managerial functions. May collect and analyze data and develop decision support software, services, or products. May develop and supply optimal time, cost, or logistics networks for program evaluation, review, or implementation."
aliases = ["Analytical Strategist", "Operations Research Analyst (Ops Research Analyst)", "Operations Research Scientist (Ops Research Scientist)", "Researcher", "Advanced Analytics Associate", "Decision Analyst", "Optimization Analyst", "Analytics Consultant", "Business Analyst", "Business Operations Analyst", "Business Process Analyst", "Continuous Improvement Specialist"]
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 = 42.86

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 33.33

[[preparation.educationDistribution]]
label = "Doctoral Degree"
percentage = 14.29

[[preparation.educationDistribution]]
label = "Post-Baccalaureate Certificate"
percentage = 9.52

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

[market]
medianWage = 91290
meanWage = 99120
pct10Wage = 53910
pct25Wage = 66910
pct75Wage = 124120
pct90Wage = 159280
employment = 107760
areaTitle = "U.S."

[industries]
count = 28

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 25040
medianWage = 82790
lq = 5.75

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 24310
medianWage = 99600
lq = 3.23

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 11770
medianWage = 96310
lq = 5.99

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 6770
medianWage = 74520
lq = 0.71

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 6140
medianWage = 97970
lq = 3.02

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 5080
medianWage = 80040
lq = 0.8

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 4610
medianWage = 107360
lq = 0.52

[[industries.top]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 3880
medianWage = 89620
lq = 12.36

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 3850
medianWage = 78670
lq = 0.24

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 2720
medianWage = 101800
lq = 0.64

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 2200
medianWage = 70670
lq = 1.19

[[industries.top]]
naics = "541720"
slug = "541720"
title = "Research and Development in the Social Sciences and Humanities"
level = "National industry"
employment = 1300
medianWage = 105940
lq = 30.6

[[industries.concentrated]]
naics = "541720"
slug = "541720"
title = "Research and Development in the Social Sciences and Humanities"
level = "National industry"
employment = 1300
lq = 30.6

[[industries.concentrated]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 3880
lq = 12.36

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 11770
lq = 5.99

[[industries.concentrated]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 25040
lq = 5.75

[[industries.concentrated]]
naics = "221112"
slug = "221112"
title = "Fossil Fuel Electric Power Generation"
level = "National industry"
employment = 190
lq = 3.81

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 24310
lq = 3.23

[[industries.concentrated]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 6140
lq = 3.02

[[industries.concentrated]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 1130
lq = 2.79

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

[aiOutlook.index]
value = 94
percentile = 99
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 96
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 95
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 90
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.035
percentile = 20
band = "Low"
note = "A pre-LLM (2013) estimate of how automatable this job is by computerization and robotics. Shown for historical context only — it is not part of any current AI ranking."

[aiOutlook.eloundou]
alpha = 0.25806451612903225
beta = 0.6290322580645161
gamma = 1

[aiOutlook.bls]
growthPercent = 21.5
growthPercentile = 99
direction = "Growing fast"
annualOpeningsThousands = 9.6
annualOpeningsPercentile = 63
employment2024Thousands = 112.1
employment2034Thousands = 136.2

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 1.40002
percentile = 96
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 = 0.3074955646855726
percentile = 90
band = "High"
note = "How applicable today's AI assistants are to this job's activities, measured from real Microsoft Copilot conversations. Applicability is not the same as replacement."

[[aiOutlook.usageTasks]]
task = "Prepare management reports defining and evaluating problems and recommending solutions."
usagePercent = 0.05351075761372833
importance = 4.5

[[aiOutlook.usageTasks]]
task = "Analyze information obtained from management to conceptualize and define operational problems."
usagePercent = 0.02290383675213324
importance = 4.33

[[aiOutlook.usageTasks]]
task = "Formulate mathematical or simulation models of problems, relating constants and variables, restrictions, alternatives, conflicting objectives, and their numerical parameters."
usagePercent = 0.019411771955843867
importance = 4.38

[[aiOutlook.usageTasks]]
task = "Study and analyze information about alternative courses of action to determine which plan will offer the best outcomes."
usagePercent = 0.012119518998886646
importance = 4.29

[[aiOutlook.usageTasks]]
task = "Collaborate with senior managers and decision makers to identify and solve a variety of problems and to clarify management objectives."
usagePercent = 0.009346408719480382
importance = 4.25

[[aiOutlook.usageTasks]]
task = "Collaborate with others in the organization to ensure successful implementation of chosen problem solutions."
usagePercent = 0.008011207473840326
importance = 4.43

[[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 = 8
taskCount = 9
totalSample = 3712
autonomyMedian = 4
dominantCollaboration = "task iteration"
automationShare = 40.64
augmentationShare = 55.23
workUsePercent = 71.08
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 38.36

[[aiPlaybook.collaboration]]
label = "directive"
percent = 30.33

[[aiPlaybook.collaboration]]
label = "learning"
percent = 11.91

[[aiPlaybook.collaboration]]
label = "feedback loop"
percent = 10.31

[[aiPlaybook.collaboration]]
label = "validation"
percent = 4.96

[[aiPlaybook.collaboration]]
label = "none"
percent = 0.46

[[aiPlaybook.useCase]]
label = "work"
percent = 71.08

[[aiPlaybook.useCase]]
label = "personal"
percent = 15.38

[[aiPlaybook.useCase]]
label = "coursework"
percent = 11.91

[[aiPlaybook.delegatedTasks]]
task = "Prepare management reports defining and evaluating problems and recommending solutions."
usagePercent = 0.09661207650956369
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 966

[[aiPlaybook.delegatedTasks]]
task = "Break systems into their component parts, assign numerical values to each component, and examine the mathematical relationships between them."
usagePercent = 0.07390923865483186
collaboration = "feedback loop"
autonomyMedian = 4
sampleCount = 739

[[aiPlaybook.delegatedTasks]]
task = "Develop business methods and procedures, including accounting systems, file systems, office systems, logistics systems, and production schedules."
usagePercent = 0.07250906363295412
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 725

[[aiPlaybook.delegatedTasks]]
task = "Analyze information obtained from management to conceptualize and define operational problems."
usagePercent = 0.05270658832354045
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 527

[[aiPlaybook.delegatedTasks]]
task = "Study and analyze information about alternative courses of action to determine which plan will offer the best outcomes."
usagePercent = 0.030803850481310166
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 308

[[aiPlaybook.delegatedTasks]]
task = "Collaborate with senior managers and decision makers to identify and solve a variety of problems and to clarify management objectives."
usagePercent = 0.029303662957869733
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 293

[[aiPlaybook.delegatedTasks]]
task = "Formulate mathematical or simulation models of problems, relating constants and variables, restrictions, alternatives, conflicting objectives, and their numerical parameters."
usagePercent = 0.008901112639079885
collaboration = "directive"
autonomyMedian = 4
sampleCount = 89

[[aiPlaybook.delegatedTasks]]
task = "Define data requirements and gather and validate information, applying judgment and statistical tests."
usagePercent = 0.0039004875609451183
autonomyMedian = 3
sampleCount = 39

[[aiPlaybook.boundaryTasks]]
task = "Collaborate with senior managers and decision makers to identify and solve a variety of problems and to clarify management objectives."
humanNeededPercent = 96.9283276450512
sampleCount = 293

[[aiPlaybook.boundaryTasks]]
task = "Study and analyze information about alternative courses of action to determine which plan will offer the best outcomes."
humanNeededPercent = 96.1038961038961
sampleCount = 308

[[aiPlaybook.boundaryTasks]]
task = "Analyze information obtained from management to conceptualize and define operational problems."
humanNeededPercent = 93.35863377609108
sampleCount = 527

[[aiPlaybook.boundaryTasks]]
task = "Prepare management reports defining and evaluating problems and recommending solutions."
humanNeededPercent = 93.2712215320911
sampleCount = 966

[[aiPlaybook.boundaryTasks]]
task = "Define data requirements and gather and validate information, applying judgment and statistical tests."
humanNeededPercent = 92.3076923076923
sampleCount = 39

[[aiPlaybook.boundaryTasks]]
task = "Develop business methods and procedures, including accounting systems, file systems, office systems, logistics systems, and production schedules."
humanNeededPercent = 88.41379310344828
sampleCount = 725

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: prepare management reports defining and evaluating problems and recommending solutions. I'll give feedback as we go."
collaboration = "task iteration"

[[aiPlaybook.seedPrompts]]
prompt = "Help me break systems into their component parts, assign numerical values to each component, and examine the mathematical relationships between them. Share a first pass, then we'll refine it together."
collaboration = "feedback loop"

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: develop business methods and procedures, including accounting systems, file systems, office systems, logistics systems, and production schedules. I'll give feedback as we go."
collaboration = "task iteration"

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: analyze information obtained from management to conceptualize and define operational problems. I'll give feedback as we go."
collaboration = "task iteration"

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: study and analyze information about alternative courses of action to determine which plan will offer the best outcomes. I'll give feedback as we go."
collaboration = "task iteration"

[counts]
tasks = 17
skills = 69
capabilities = 120
tools = 114
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "1c359402c8046517"

[[tasks]]
text = "Present the results of mathematical modeling and data analysis to management or other end users."
type = "Core"
iwa = "4.A.3.b.6.c"

[[tasks]]
text = "Define data requirements, and gather and validate information, applying judgment and statistical tests."
type = "Core"
iwa = "4.A.2.a.2.a"

[[tasks]]
text = "Perform validation and testing of models to ensure adequacy, and reformulate models, as necessary."
type = "Core"
iwa = "4.A.2.b.2.u"

[[tasks]]
text = "Prepare management reports defining and evaluating problems and recommending solutions."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Collaborate with others in the organization to ensure successful implementation of chosen problem solutions."
type = "Core"
iwa = "4.A.4.b.1.a"

[[tasks]]
text = "Formulate mathematical or simulation models of problems, relating constants and variables, restrictions, alternatives, conflicting objectives, and their numerical parameters."
type = "Core"
iwa = "4.A.2.b.2.u"

[[tasks]]
text = "Observe the current system in operation, and gather and analyze information about each of the component problems, using a variety of sources."
type = "Core"
iwa = "4.A.1.a.1.t"

[[tasks]]
text = "Analyze information obtained from management to conceptualize and define operational problems."
type = "Core"
iwa = "4.A.2.a.4.g"

[[tasks]]
text = "Study and analyze information about alternative courses of action to determine which plan will offer the best outcomes."
type = "Core"
iwa = "4.A.2.a.4.e"

[[tasks]]
text = "Collaborate with senior managers and decision makers to identify and solve a variety of problems and to clarify management objectives."
type = "Core"
iwa = "4.A.4.b.1.a"

[[tasks]]
text = "Specify manipulative or computational methods to be applied to models."
type = "Core"
iwa = "4.A.2.b.1.d"

[[tasks]]
text = "Design, conduct, and evaluate experimental operational models in cases where models cannot be developed from existing data."
type = "Core"
iwa = "4.A.2.b.2.b"

[[activities]]
name = "Present research results to others."
iwa = "4.A.3.b.6.c"

[[activities]]
name = "Train others on work processes."
iwa = "4.A.4.b.3.d"

[[activities]]
name = "Review professional literature to maintain professional knowledge."
iwa = "4.A.2.b.3.a"

[[activities]]
name = "Develop scientific or mathematical models."
iwa = "4.A.2.b.2.u"

[[activities]]
name = "Collaborate with others to resolve information technology issues."
iwa = "4.A.4.b.1.a"

[[activities]]
name = "Analyze data to identify or resolve operational problems."
iwa = "4.A.2.a.4.g"

[[activities]]
name = "Evaluate data quality."
iwa = "4.A.2.a.2.a"

[[activities]]
name = "Apply mathematical principles or statistical approaches to solve problems in scientific or applied fields."
iwa = "4.A.2.a.4.d"

[[activities]]
name = "Determine appropriate methods for data analysis."
iwa = "4.A.2.b.1.d"

[[activities]]
name = "Analyze project data to determine specifications or requirements."
iwa = "4.A.2.a.4.e"

[[activities]]
name = "Document operational activities."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Analyze data to identify trends or relationships among variables."
iwa = "4.A.2.a.4.d"

[[activities]]
name = "Conduct research to gain information about products or processes."
iwa = "4.A.1.a.1.t"

[[activities]]
name = "Troubleshoot issues with computer applications or systems."
iwa = "4.A.3.b.1.d"

[[activities]]
name = "Design computer modeling or simulation programs."
iwa = "4.A.2.b.2.b"

[[activities]]
name = "Develop detailed project plans."
iwa = "4.A.2.b.6.b"

[[activities]]
name = "Manage budgets for appropriate resource allocation."
iwa = "4.A.4.b.4.h"

[[activities]]
name = "Apply information technology to solve business or other applied problems."
iwa = "4.A.2.b.2.b"

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 4.71

[[capabilities]]
name = "Mathematics"
family = "essential_skill"
value = 4.5

[[capabilities]]
name = "Mathematical Reasoning"
family = "ability"
value = 4.5

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 4.12

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 4.12

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 4.12

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 4.1

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

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

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

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

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

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

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

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

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

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 4

[[capabilities]]
name = "Number Facility"
family = "ability"
value = 4

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3.95

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.88

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

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 3.88

[[capabilities]]
name = "Systems Evaluation"
family = "transferable_skill"
value = 3.88

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.88

[[capabilities]]
name = "Operations Analysis"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.75

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.71

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

[[capabilities]]
name = "Originality"
family = "ability"
value = 3.62

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.62

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.57

[[capabilities]]
name = "Science"
family = "essential_skill"
value = 3.25

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.25

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

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

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3.12

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.12

[[capabilities]]
name = "Design"
family = "knowledge"
value = 3.1

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.05

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Shell Script"
type = "Specialized Skill"

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

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

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

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

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

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

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

[[skills]]
name = "Amazon Redshift"
type = "Specialized Skill"

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

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

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

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

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

[[skills]]
name = "Oracle Hyperion"
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 = "Python"
category = "Object or component oriented development software"
hot = true
inDemand = true

[[tools]]
example = "Salesforce software"
category = "Customer relationship management CRM 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 = "Amazon Redshift"
category = "Data base user interface and query software"
hot = true
inDemand = false

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

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

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

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

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

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

[[tools]]
example = "ESRI ArcGIS software"
category = "Geographic information system"
hot = true
inDemand = false

[[tools]]
example = "Extensible markup language XML"
category = "Enterprise application integration software"
hot = true
inDemand = false

[[tools]]
example = "GitHub"
category = "Application server 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 = "Linux"
category = "Operating system 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 = "MySQL"
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 = "Perl"
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 = "SAP software"
category = "Enterprise resource planning ERP software"
hot = true
inDemand = false

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

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

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

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.86

[[workContext]]
name = "E-Mail"
value = 4.81

[[workContext]]
name = "Spend Time Sitting"
value = 4.43

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.33

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.29

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.24

[[workContext]]
name = "Telephone Conversations"
value = 4.1

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.05

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.76

[[workContext]]
name = "Level of Competition"
value = 3.65

[[workContext]]
name = "Contact With Others"
value = 3.62

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

[[workContext]]
name = "Time Pressure"
value = 3.57

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.43

[[workContext]]
name = "Written Letters and Memos"
value = 3.1

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.95

[[workContext]]
name = "Frequency of Decision Making"
value = 2.9

[[workContext]]
name = "Public Speaking"
value = 2.52

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.38

[[workContext]]
name = "Consequence of Error"
value = 2.35

[[workContext]]
name = "Physical Proximity"
value = 2.33

[[workContext]]
name = "Conflict Situations"
value = 2.29

[[workContext]]
name = "Degree of Automation"
value = 2.29

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.14

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.1

[[workContext]]
name = "Spend Time Standing"
value = 1.9

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 1.81

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.67

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 1.65

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 1.62

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 1.6

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 1.43

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

[[workContext]]
name = "Outdoors, Under Cover"
value = 1.38

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.38

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 1.33

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 1.33

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 1.3

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.24

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 1.2

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

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 6.42

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 6.26

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 6

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.76

[[personFit]]
name = "Integrity"
family = "work_style"
value = 5

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

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 3.55

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 3.14

[[personFit]]
name = "Intellectual Curiosity"
family = "work_style"
value = 3

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 2.8

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 2.78

[[personFit]]
name = "Business Initiatives"
family = "specific_interest_area"
value = 2.72

[[personFit]]
name = "Finance"
family = "specific_interest_area"
value = 2.64

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 2.6

[[personFit]]
name = "Public Speaking"
family = "specific_interest_area"
value = 2.45

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

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

[[relatedRoles]]
socCode = "15-1252.00"
slug = "role-15-1252-00"
title = "Software Developers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "15-1243.00"
slug = "role-15-1243-00"
title = "Database Architects"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "15-1211.00"
slug = "role-15-1211-00"
title = "Computer Systems Analysts"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "15-1221.00"
slug = "role-15-1221-00"
title = "Computer and Information Research Scientists"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "15-1299.08"
slug = "role-15-1299-08"
title = "Computer Systems Engineers/Architects"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "15-2021.00"
slug = "role-15-2021-00"
title = "Mathematicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "13-1082.00"
slug = "role-13-1082-00"
title = "Project Management Specialists"
tier = "Supplemental"

[[relatedRoles]]
socCode = "17-2112.00"
slug = "role-17-2112-00"
title = "Industrial Engineers"
tier = "Supplemental"

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

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

[[studyPrograms]]
title = "Engineering"
slug = "engineering"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.035
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 1.40002
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 1.535044
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 1.233633
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
