entityType = "role"
schemaVersion = "role.v1"
slug = "role-43-9111-00"
socCode = "43-9111.00"
title = "Statistical Assistants"
summary = "Compile and compute data according to statistical formulas for use in statistical studies. May perform actuarial computations and compile charts and graphs for use by actuaries. Includes actuarial clerks."
aliases = ["Actuarial Analyst", "Actuarial Assistant", "Actuarial Technician", "Research Assistant", "Administrative Analyst", "Statistical Clerk", "Statistical Technician", "Actuary Clerk", "Advertising Statistical Clerk", "Analytical Clerk", "Bookman", "Chart Calculator"]

[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 = 59.21

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 11.93

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 11.3

[[preparation.educationDistribution]]
label = "First Professional Degree"
percentage = 7.38

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 6.03

[[preparation.educationDistribution]]
label = "Post-Baccalaureate Certificate"
percentage = 2.07

[[preparation.educationDistribution]]
label = "Doctoral Degree"
percentage = 2.07

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

[market]
medianWage = 51440
meanWage = 55470
pct10Wage = 38050
pct25Wage = 45970
pct75Wage = 63620
pct90Wage = 79410
employment = 5900
areaTitle = "U.S."

[industries]
count = 14

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 1680
medianWage = 53650
lq = 4.08

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 1110
medianWage = 56610
lq = 4.66

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 1090
medianWage = 46400
lq = 2.09

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 400
medianWage = 51590
lq = 0.45

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 180
medianWage = 58610
lq = 0.52

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 140
medianWage = 61200
lq = 1.38

[[industries.top]]
naics = "524210"
slug = "524210"
title = "Insurance Agencies and Brokerages"
level = "National industry"
employment = 130
medianWage = 79180
lq = 3.43

[[industries.top]]
naics = "541720"
slug = "541720"
title = "Research and Development in the Social Sciences and Humanities"
level = "National industry"
employment = 80
medianWage = 49170

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 80
medianWage = 45780

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 60
medianWage = 47540

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 60
medianWage = 31720

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 40
medianWage = 83440

[[industries.concentrated]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 1110
lq = 4.66

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 1680
lq = 4.08

[[industries.concentrated]]
naics = "524210"
slug = "524210"
title = "Insurance Agencies and Brokerages"
level = "National industry"
employment = 130
lq = 3.43

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 1090
lq = 2.09

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 140
lq = 1.38

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 180
lq = 0.52

[[industries.concentrated]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 400
lq = 0.45

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

[aiOutlook.index]
value = 91
percentile = 96
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

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

[[aiOutlook.index.components]]
percentile = 87
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 92
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.66
percentile = 56
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 = 0.8260869565217391
beta = 0.8913043478260869
gamma = 0.9565217391304348

[aiOutlook.bls]
growthPercent = -2.5
growthPercentile = 18
direction = "Declining"
annualOpeningsThousands = 0.8
annualOpeningsPercentile = 12
employment2024Thousands = 6.5
employment2034Thousands = 6.3

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 1.389965
percentile = 95
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 = 0.9565217391304348
percentile = 87
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 = 0.31798857955552856
percentile = 92
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 = "Compile reports, charts, or graphs that describe and interpret findings of analyses."
usagePercent = 0.17758176567012723
importance = 4.36

[[aiOutlook.usageTasks]]
task = "Compute and analyze data, using statistical formulas and computers or calculators."
usagePercent = 0.13547157253840245
importance = 4.51

[[aiOutlook.usageTasks]]
task = "Discuss data presentation requirements with clients."
usagePercent = 0.02916901182782888
importance = 3.84

[[aiOutlook.usageTasks]]
task = "Select statistical tests for analyzing data."
usagePercent = 0.012838473515769755
importance = 4.21

[[aiOutlook.usageTasks]]
task = "Enter data into computers for use in analyses or reports."
usagePercent = 0.009449116507606539
importance = 4.37

[[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 = 5
taskCount = 7
totalSample = 947
autonomyMedian = 3
dominantCollaboration = "directive"
automationShare = 46.22
augmentationShare = 40.98
workUsePercent = 47.1
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 43.88

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 22.72

[[aiPlaybook.collaboration]]
label = "learning"
percent = 13.92

[[aiPlaybook.collaboration]]
label = "validation"
percent = 4.34

[[aiPlaybook.collaboration]]
label = "feedback loop"
percent = 2.34

[[aiPlaybook.useCase]]
label = "work"
percent = 47.1

[[aiPlaybook.useCase]]
label = "personal"
percent = 28.29

[[aiPlaybook.useCase]]
label = "coursework"
percent = 19.71

[[aiPlaybook.delegatedTasks]]
task = "Compile reports, charts, or graphs that describe and interpret findings of analyses."
usagePercent = 0.057907238404800596
collaboration = "directive"
autonomyMedian = 4
sampleCount = 579

[[aiPlaybook.delegatedTasks]]
task = "Compute and analyze data, using statistical formulas and computers or calculators."
usagePercent = 0.010801350168771096
collaboration = "directive"
autonomyMedian = 3
sampleCount = 108

[[aiPlaybook.delegatedTasks]]
task = "Discuss data presentation requirements with clients."
usagePercent = 0.009301162645330666
collaboration = "directive"
autonomyMedian = 4
sampleCount = 93

[[aiPlaybook.delegatedTasks]]
task = "Enter data into computers for use in analyses or reports."
usagePercent = 0.006600825103137892
collaboration = "directive"
autonomyMedian = 3
sampleCount = 66

[[aiPlaybook.delegatedTasks]]
task = "Select statistical tests for analyzing data."
usagePercent = 0.005200650081260158
collaboration = "learning"
autonomyMedian = 3
sampleCount = 52

[[aiPlaybook.boundaryTasks]]
task = "Discuss data presentation requirements with clients."
humanNeededPercent = 98.9247311827957
sampleCount = 93

[[aiPlaybook.boundaryTasks]]
task = "Enter data into computers for use in analyses or reports."
humanNeededPercent = 98.48484848484848
sampleCount = 66

[[aiPlaybook.boundaryTasks]]
task = "Compute and analyze data, using statistical formulas and computers or calculators."
humanNeededPercent = 93.51851851851852
sampleCount = 108

[[aiPlaybook.boundaryTasks]]
task = "Compile reports, charts, or graphs that describe and interpret findings of analyses."
humanNeededPercent = 91.36442141623489
sampleCount = 579

[[aiPlaybook.boundaryTasks]]
task = "Select statistical tests for analyzing data."
humanNeededPercent = 86.53846153846155
sampleCount = 52

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: compile reports, charts, or graphs that describe and interpret findings of analyses. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: compute and analyze data, using statistical formulas and computers or calculators. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: discuss data presentation requirements with clients. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: enter data into computers for use in analyses or reports. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to select statistical tests for analyzing data, then check my work as I try it myself."
collaboration = "learning"

[counts]
tasks = 14
skills = 44
capabilities = 120
tools = 45
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "b13e80c42b20bb89"

[[tasks]]
text = "Compute and analyze data, using statistical formulas and computers or calculators."
type = "Core"
iwa = "4.A.2.a.4.g"

[[tasks]]
text = "Check source data to verify completeness and accuracy."
type = "Core"
iwa = "4.A.2.a.2.a"

[[tasks]]
text = "Enter data into computers for use in analyses or reports."
type = "Core"
iwa = "4.A.3.b.1.f"

[[tasks]]
text = "Compile reports, charts, or graphs that describe and interpret findings of analyses."
type = "Core"
iwa = "4.A.2.a.2.c"

[[tasks]]
text = "Interview people and keep track of their responses."
type = "Supplemental"
iwa = "4.A.1.a.1.w"

[[tasks]]
text = "Participate in the publication of data or information."
type = "Core"
iwa = "4.A.3.b.6.c"

[[tasks]]
text = "File data and related information, and maintain and update databases."
type = "Core"
iwa = "4.A.3.b.1.f"

[[tasks]]
text = "Organize paperwork, such as survey forms or reports, for distribution or analysis."
type = "Core"
iwa = "4.A.2.a.2.c"

[[tasks]]
text = "Check survey responses for errors, such as the use of pens instead of pencils, and set aside response forms that cannot be used."
type = "Supplemental"
iwa = "4.A.2.a.2.a"

[[tasks]]
text = "Select statistical tests for analyzing data."
type = "Supplemental"
iwa = "4.A.3.b.2.f"

[[tasks]]
text = "Code data prior to computer entry, using lists of codes."
type = "Core"
iwa = "4.A.3.b.1.f"

[[tasks]]
text = "Compile statistics from source materials, such as production or sales records, quality-control or test records, time sheets, or survey sheets."
type = "Core"
iwa = "4.A.2.a.2.c"

[[emergingTasks]]
text = "Present results of statistical analyses to stakeholders."

[[emergingTasks]]
text = "Write code for statistical applications."

[[activities]]
name = "Analyze operational or research data."
iwa = "4.A.2.a.4.g"

[[activities]]
name = "Enter information into databases or software programs."
iwa = "4.A.3.b.1.f"

[[activities]]
name = "Compile data or documentation."
iwa = "4.A.2.a.2.c"

[[activities]]
name = "Check data for recording errors."
iwa = "4.A.2.a.2.a"

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

[[activities]]
name = "Confer with clients to determine needs."
iwa = "4.A.4.a.2.j"

[[activities]]
name = "File documents or records."
iwa = "4.A.4.c.1.a"

[[activities]]
name = "Develop data analysis or data management procedures."
iwa = "4.A.3.b.2.f"

[[activities]]
name = "Code data or other information."
iwa = "4.A.3.b.1.f"

[[activities]]
name = "Interview employees, customers, or others to collect information."
iwa = "4.A.1.a.1.w"

[[activities]]
name = "Send information, materials or documentation."
iwa = "4.A.4.c.1.e"

[[capabilities]]
name = "Mathematical Reasoning"
family = "ability"
value = 4.62

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.05

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

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

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.98

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

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

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.85

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.75

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.75

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

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.62

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Deductive Reasoning"
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 = "Active Listening"
family = "essential_skill"
value = 3.38

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 3.38

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.38

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.38

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.25

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

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3.25

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3.25

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.15

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.12

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.12

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

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

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3

[[capabilities]]
name = "Originality"
family = "ability"
value = 3

[[capabilities]]
name = "Speed of Closure"
family = "ability"
value = 3

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 3

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 2.92

[[capabilities]]
name = "Law and Government"
family = "knowledge"
value = 2.89

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Harvard Graphics"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "C#"
category = "Object or component oriented development 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 = "Bentley MicroStation"
category = "Computer aided design CAD software"
hot = true
inDemand = false

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

[[tools]]
example = "Google Workspace software"
category = "Office suite software"
hot = true
inDemand = false

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

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

[[tools]]
example = "Microsoft Active Server Pages ASP"
category = "Web platform development software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Excel"
category = "Spreadsheet software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Office software"
category = "Office suite software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Outlook"
category = "Electronic mail software"
hot = true
inDemand = false

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

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

[[tools]]
example = "Oracle PL/SQL"
category = "Data base management system software"
hot = true
inDemand = false

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

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

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

[[tools]]
example = "A programming language APL"
category = "Development environment software"
hot = false
inDemand = false

[[tools]]
example = "Avidian Technologies Prophet"
category = "Customer relationship management CRM software"
hot = false
inDemand = false

[[tools]]
example = "Benfield ReMetrica"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Corel WordPerfect Office Suite"
category = "Office suite software"
hot = false
inDemand = false

[[tools]]
example = "Data visualization software"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

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

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

[[tools]]
example = "Harvard Graphics"
category = "Graphics or photo imaging software"
hot = false
inDemand = false

[[tools]]
example = "Hyland OnBase Enterprise Content Management"
category = "Document management software"
hot = false
inDemand = false

[[tools]]
example = "IBM Lotus 1-2-3"
category = "Spreadsheet software"
hot = false
inDemand = false

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

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

[[tools]]
example = "PolySystems Asset Delphi"
category = "Financial analysis software"
hot = false
inDemand = false

[[tools]]
example = "QSR International NVivo"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "SAP BusinessObjects Crystal Reports"
category = "Data base reporting software"
hot = false
inDemand = false

[[tools]]
example = "Software development tools"
category = "Development environment software"
hot = false
inDemand = false

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

[[workContext]]
name = "E-Mail"
value = 4.99

[[workContext]]
name = "Spend Time Sitting"
value = 4.79

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.73

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.46

[[workContext]]
name = "Telephone Conversations"
value = 4.39

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.39

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.09

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.03

[[workContext]]
name = "Contact With Others"
value = 4.02

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.97

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.66

[[workContext]]
name = "Time Pressure"
value = 3.63

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.46

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.45

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.44

[[workContext]]
name = "Frequency of Decision Making"
value = 3.22

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3

[[workContext]]
name = "Level of Competition"
value = 2.99

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.92

[[workContext]]
name = "Physical Proximity"
value = 2.81

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.78

[[workContext]]
name = "Written Letters and Memos"
value = 2.77

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.66

[[workContext]]
name = "Degree of Automation"
value = 2.65

[[workContext]]
name = "Consequence of Error"
value = 2.29

[[workContext]]
name = "Conflict Situations"
value = 2.28

[[workContext]]
name = "Public Speaking"
value = 2.19

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 1.95

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.79

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 1.79

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 1.75

[[workContext]]
name = "Spend Time Standing"
value = 1.68

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.6

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 1.41

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 1.38

[[workContext]]
name = "Exposed to Contaminants"
value = 1.35

[[workContext]]
name = "Exposed to Disease or Infections"
value = 1.27

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 1.22

[[workContext]]
name = "Outdoors, Under Cover"
value = 1.22

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 7

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 5.73

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 5.63

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 4.48

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 3.5

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 3.04

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 3

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.44

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 2.37

[[personFit]]
name = "Finance"
family = "specific_interest_area"
value = 2.15

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 1.82

[[personFit]]
name = "Medical Science"
family = "specific_interest_area"
value = 1.81

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 1.74

[[personFit]]
name = "Social Science"
family = "specific_interest_area"
value = 1.72

[[personFit]]
name = "Integrity"
family = "work_style"
value = 1.54

[[personFit]]
name = "Life Science"
family = "specific_interest_area"
value = 1.51

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

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

[[relatedRoles]]
socCode = "15-2051.02"
slug = "role-15-2051-02"
title = "Clinical Data Managers"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "43-3031.00"
slug = "role-43-3031-00"
title = "Bookkeeping, Accounting, and Auditing Clerks"
tier = "Primary-Short"

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

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

[[relatedRoles]]
socCode = "19-4061.00"
slug = "role-19-4061-00"
title = "Social Science Research Assistants"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "15-2099.01"
slug = "role-15-2099-01"
title = "Bioinformatics Technicians"
tier = "Primary-Long"

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

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

[[relatedRoles]]
socCode = "43-4071.00"
slug = "role-43-4071-00"
title = "File Clerks"
tier = "Supplemental"

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

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.66
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 1.389965
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 1.791101
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 1.052958
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
