entityType = "role"
schemaVersion = "role.v1"
slug = "role-13-1111-00"
socCode = "13-1111.00"
title = "Management Analysts"
summary = "Conduct organizational studies and evaluations, design systems and procedures, conduct work simplification and measurement studies, and prepare operations and procedures manuals to assist management in operating more efficiently and effectively. Includes program analysts and management consultants."
aliases = ["Business Analyst", "Business Consultant", "Management Analyst", "Management Consultant", "Administrative Analyst", "Employment Programs Analyst", "Organizational Development Consultant", "Performance Management Analyst", "Program Management Analyst", "Administrative Support Coordinator", "Business Development Analyst", "Business Management Analyst"]
emergingTasks = []

[preparation]
jobZone = "4"
jobZoneName = "Job Zone Four: Considerable Preparation Needed"
education = "Most of these occupations require a four-year bachelor's degree, but some do not."
experience = "A considerable amount of work-related skill, knowledge, or experience is needed for these occupations. For example, an accountant must complete four years of college and work for several years in accounting to be considered qualified."
svpRange = "(7.0 to < 8.0)"

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 57.14

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 23.81

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 9.52

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

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

[market]
medianWage = 101190
meanWage = 114710
pct10Wage = 59720
pct25Wage = 76770
pct75Wage = 133140
pct90Wage = 174140
employment = 893900
areaTitle = "U.S."

[industries]
count = 52

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 368770
medianWage = 107790
lq = 5.91

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 120400
medianWage = 98710
lq = 3.34

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 49800
medianWage = 101560
lq = 3.06

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 40990
medianWage = 96500
lq = 0.78

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 24170
medianWage = 87690
lq = 0.18

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 23150
medianWage = 108380
lq = 1.37

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 20790
medianWage = 104900
lq = 0.28

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 20640
medianWage = 82840
lq = 0.26

[[industries.top]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 20380
medianWage = 97710
lq = 7.83

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 18540
medianWage = 104280
lq = 0.53

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 15790
medianWage = 107570
lq = 1.03

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 14060
medianWage = 113120
lq = 2.1

[[industries.concentrated]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 20380
lq = 7.83

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 368770
lq = 5.91

[[industries.concentrated]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 120400
lq = 3.34

[[industries.concentrated]]
naics = "541720"
slug = "541720"
title = "Research and Development in the Social Sciences and Humanities"
level = "National industry"
employment = 1160
lq = 3.29

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 49800
lq = 3.06

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 14060
lq = 2.1

[[industries.concentrated]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 6520
lq = 1.94

[[industries.concentrated]]
naics = "221114"
slug = "221114"
title = "Solar Electric Power Generation"
level = "National industry"
employment = 130
lq = 1.61

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

[aiOutlook.index]
value = 84
percentile = 89
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 98
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 56
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 97
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.13
percentile = 30
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 = 0.09523809523809523
beta = 0.40476190476190477
gamma = 0.7142857142857142

[aiOutlook.bls]
growthPercent = 8.8
growthPercentile = 91
direction = "Growing fast"
annualOpeningsThousands = 98.1
annualOpeningsPercentile = 94
employment2024Thousands = 1075.1
employment2034Thousands = 1169.7

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 1.432417
percentile = 98
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 = 0.7142857142857142
percentile = 56
band = "Moderate"
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 = 0.35289230378646685
percentile = 97
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 = "Document findings of study and prepare recommendations for implementation of new systems, procedures, or organizational changes."
usagePercent = 0.02454716136215177
importance = 4.24

[[aiOutlook.usageTasks]]
task = "Recommend purchase of storage equipment and design area layout to locate equipment in space available."
usagePercent = 0.005443512770686376
importance = 3.21

[[aiOutlook.usageTasks]]
task = "Gather and organize information on problems or procedures."
usagePercent = 0.0026704024912801087
importance = 4.48

[[aiOutlook.usageTasks]]
task = "Prepare manuals and train workers in use of new forms, reports, procedures or equipment, according to organizational policy."
usagePercent = 0.0023622791269016347
importance = 3.84

[[aiOutlook.usageTasks]]
task = "Design, evaluate, recommend, and approve changes of forms and reports."
usagePercent = 0.0015406168218923706
importance = 3.21

[[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 = 3
taskCount = 4
totalSample = 1073
autonomyMedian = 4
dominantCollaboration = "task iteration"
automationShare = 30.72
augmentationShare = 62.4
workUsePercent = 79.62
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 53.21

[[aiPlaybook.collaboration]]
label = "directive"
percent = 30.72

[[aiPlaybook.collaboration]]
label = "validation"
percent = 6.03

[[aiPlaybook.collaboration]]
label = "learning"
percent = 3.16

[[aiPlaybook.useCase]]
label = "work"
percent = 79.62

[[aiPlaybook.useCase]]
label = "coursework"
percent = 11.2

[[aiPlaybook.useCase]]
label = "personal"
percent = 7.18

[[aiPlaybook.delegatedTasks]]
task = "Document findings of study and prepare recommendations for implementation of new systems, procedures, or organizational changes."
usagePercent = 0.09761220152519065
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 976

[[aiPlaybook.delegatedTasks]]
task = "Plan study of work problems and procedures, such as organizational change, communications, information flow, integrated production methods, inventory control, or cost analysis."
usagePercent = 0.003500437554694337
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 35

[[aiPlaybook.delegatedTasks]]
task = "Recommend purchase of storage equipment and design area layout to locate equipment in space available."
usagePercent = 0.0034004250531316418
autonomyMedian = 4
sampleCount = 34

[[aiPlaybook.boundaryTasks]]
task = "Plan study of work problems and procedures, such as organizational change, communications, information flow, integrated production methods, inventory control, or cost analysis."
humanNeededPercent = 100
sampleCount = 35

[[aiPlaybook.boundaryTasks]]
task = "Document findings of study and prepare recommendations for implementation of new systems, procedures, or organizational changes."
humanNeededPercent = 92.11065573770492
sampleCount = 976

[[aiPlaybook.boundaryTasks]]
task = "Recommend purchase of storage equipment and design area layout to locate equipment in space available."
humanNeededPercent = 91.17647058823529
sampleCount = 34

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: document findings of study and prepare recommendations for implementation of new systems, procedures, or organizational changes. I'll give feedback as we go."
collaboration = "task iteration"

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: plan study of work problems and procedures, such as organizational change, communications, information flow, integrated production methods, inventory control, or cost analysis. I'll give feedback as we go."
collaboration = "task iteration"

[[aiPlaybook.seedPrompts]]
prompt = "Help me with this part of my job: recommend purchase of storage equipment and design area layout to locate equipment in space available"

[counts]
tasks = 11
skills = 113
capabilities = 120
tools = 216
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "118c1ad0fd2aeb24"

[[tasks]]
text = "Gather and organize information on problems or procedures."
type = "Core"
iwa = "4.A.1.a.1.f"

[[tasks]]
text = "Confer with personnel concerned to ensure successful functioning of newly implemented systems or procedures."
type = "Core"
iwa = "4.A.4.a.2.e"

[[tasks]]
text = "Analyze data gathered and develop solutions or alternative methods of proceeding."
type = "Core"
iwa = "4.A.2.a.4.k"

[[tasks]]
text = "Document findings of study and prepare recommendations for implementation of new systems, procedures, or organizational changes."
type = "Core"
iwa = "4.A.3.b.6.c"

[[tasks]]
text = "Interview personnel and conduct on-site observation to ascertain unit functions, work performed, and methods, equipment, and personnel used."
type = "Core"
iwa = "4.A.2.a.4.g"

[[tasks]]
text = "Plan study of work problems and procedures, such as organizational change, communications, information flow, integrated production methods, inventory control, or cost analysis."
type = "Core"
iwa = "4.A.1.a.1.i"

[[tasks]]
text = "Prepare manuals and train workers in use of new forms, reports, procedures or equipment, according to organizational policy."
type = "Core"
iwa = "4.A.3.b.6.l"

[[tasks]]
text = "Review forms and reports and confer with management and users about format, distribution, and purpose, identifying problems and improvements."
type = "Core"
iwa = "4.A.4.a.2.e"

[[tasks]]
text = "Develop and implement records management program for filing, protection, and retrieval of records, and assure compliance with program."
type = "Core"
iwa = "4.A.3.b.2.f"

[[tasks]]
text = "Design, evaluate, recommend, and approve changes of forms and reports."
type = "Core"
iwa = "4.A.2.b.1.g"

[[tasks]]
text = "Recommend purchase of storage equipment and design area layout to locate equipment in space available."
type = "Supplemental"
iwa = "4.A.4.b.6.e"

[[activities]]
name = "Gather organizational performance information."
iwa = "4.A.1.a.1.f"

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

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

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

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

[[activities]]
name = "Analyze jobs using observation, survey, or interview techniques."
iwa = "4.A.2.a.4.g"

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

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

[[activities]]
name = "Develop training materials."
iwa = "4.A.3.b.6.l"

[[activities]]
name = "Train personnel in organizational or compliance procedures."
iwa = "4.A.4.b.3.d"

[[activities]]
name = "Edit written materials."
iwa = "4.A.2.b.1.g"

[[activities]]
name = "Edit documents."
iwa = "4.A.2.b.1.g"

[[activities]]
name = "Conduct scientific research of organizational behavior or processes."
iwa = "4.A.1.a.1.i"

[[activities]]
name = "Develop procedures to evaluate organizational activities."
iwa = "4.A.3.b.2.f"

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.71

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 4.38

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 4.12

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

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

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

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

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

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

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

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

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

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 4

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4

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

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

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

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

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.88

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3.88

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

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

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

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

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.75

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.62

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.62

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.6

[[capabilities]]
name = "Persuasion"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.5

[[capabilities]]
name = "Economics and Accounting"
family = "knowledge"
value = 3.48

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

[[capabilities]]
name = "Personnel and Human Resources"
family = "knowledge"
value = 3.33

[[capabilities]]
name = "Law and Government"
family = "knowledge"
value = 3.33

[[capabilities]]
name = "Sales and Marketing"
family = "knowledge"
value = 3.3

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.25

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

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3.25

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

[[capabilities]]
name = "Originality"
family = "ability"
value = 3.25

[[skills]]
name = "English Language"
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 = "Writing"
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 = "Speech Recognition"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Transact-SQL"
type = "Specialized Skill"

[[skills]]
name = "Spring Framework"
type = "Specialized Skill"

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

[[skills]]
name = "Red Hat Enterprise Linux"
type = "Specialized Skill"

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

[[skills]]
name = "Node.js"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Atlassian JIRA"
category = "Content workflow 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 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 = "Microsoft SharePoint"
category = "Document management software"
hot = true
inDemand = true

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

[[tools]]
example = "Adobe InDesign"
category = "Desktop publishing software"
hot = true
inDemand = false

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

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

[[tools]]
example = "Amazon Elastic Compute Cloud EC2"
category = "Data base user interface and query software"
hot = true
inDemand = false

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

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

[[tools]]
example = "Ansible software"
category = "Expert system software"
hot = true
inDemand = false

[[tools]]
example = "Apache Cassandra"
category = "Data base management system 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 = "Apache Kafka"
category = "Development environment software"
hot = true
inDemand = false

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

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

[[tools]]
example = "Apache Subversion SVN"
category = "File versioning software"
hot = true
inDemand = false

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

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

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

[[tools]]
example = "Cascading style sheets CSS"
category = "Web platform development software"
hot = true
inDemand = false

[[tools]]
example = "Chef"
category = "Configuration management software"
hot = true
inDemand = false

[[tools]]
example = "Cisco Webex"
category = "Video conferencing software"
hot = true
inDemand = false

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

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

[[tools]]
example = "Epic Systems"
category = "Medical software"
hot = true
inDemand = false

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

[[workContext]]
name = "E-Mail"
value = 5

[[workContext]]
name = "Telephone Conversations"
value = 4.89

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.74

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.35

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.35

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.26

[[workContext]]
name = "Contact With Others"
value = 4.25

[[workContext]]
name = "Spend Time Sitting"
value = 4.19

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.14

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 4.11

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.1

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.1

[[workContext]]
name = "Time Pressure"
value = 4

[[workContext]]
name = "Written Letters and Memos"
value = 3.83

[[workContext]]
name = "Frequency of Decision Making"
value = 3.75

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.62

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.61

[[workContext]]
name = "Level of Competition"
value = 3.55

[[workContext]]
name = "Conflict Situations"
value = 2.95

[[workContext]]
name = "Physical Proximity"
value = 2.85

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 2.81

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.79

[[workContext]]
name = "Consequence of Error"
value = 2.79

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

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.7

[[workContext]]
name = "Degree of Automation"
value = 2.55

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.45

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.33

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.05

[[workContext]]
name = "Spend Time Standing"
value = 1.95

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.9

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.8

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 1.75

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 1.65

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 1.62

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 1.55

[[workContext]]
name = "Outdoors, Under Cover"
value = 1.52

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.5

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 1.48

[[workContext]]
name = "Exposed to Contaminants"
value = 1.37

[[personFit]]
name = "Dependability"
family = "work_style"
value = 8

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 7

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 6.05

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

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 5.44

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 5.18

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

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 4.81

[[personFit]]
name = "Business Initiatives"
family = "specific_interest_area"
value = 4.73

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

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 3.58

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 3.58

[[personFit]]
name = "Finance"
family = "specific_interest_area"
value = 3.33

[[personFit]]
name = "Human Resources"
family = "specific_interest_area"
value = 3.13

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 3.02

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

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

[[relatedRoles]]
socCode = "15-1299.09"
slug = "role-15-1299-09"
title = "Information Technology Project Managers"
tier = "Primary-Short"

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

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

[[relatedRoles]]
socCode = "15-1299.03"
slug = "role-15-1299-03"
title = "Document Management Specialists"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "11-1011.00"
slug = "role-11-1011-00"
title = "Chief Executives"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "11-3131.00"
slug = "role-11-3131-00"
title = "Training and Development Managers"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "19-3032.00"
slug = "role-19-3032-00"
title = "Industrial-Organizational Psychologists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "29-9021.00"
slug = "role-29-9021-00"
title = "Health Information Technologists and Medical Registrars"
tier = "Supplemental"

[[relatedRoles]]
socCode = "11-3012.00"
slug = "role-11-3012-00"
title = "Administrative Services Managers"
tier = "Supplemental"

[[careerClusters]]
cluster = "Education"
slug = "education"

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

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

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

[[studyPrograms]]
title = "Education"
slug = "education"

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

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

[[studyPrograms]]
title = "Psychology"
slug = "psychology"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.13
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 1.432417
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.9662557
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 1.547557
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
