entityType = "role"
schemaVersion = "role.v1"
slug = "role-19-4061-00"
socCode = "19-4061.00"
title = "Social Science Research Assistants"
summary = "Assist social scientists in laboratory, survey, and other social science research. May help prepare findings for publication and assist in laboratory analysis, quality control, or data management."
aliases = ["Graduate Research Assistant", "Research Assistant", "Research Associate", "Social Research Assistant", "Clinical Research Assistant", "Graduate Assistant", "Research Aide", "Research Technician", "Bilingual Research Interviewer", "Data Analyst", "Economic Research Assistant", "Economist Research Assistant"]

[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 = 52.73

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 36.7

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 8.61

[[preparation.educationDistribution]]
label = "Post-Baccalaureate Certificate"
percentage = 1.59

[[preparation.educationDistribution]]
label = "Doctoral Degree"
percentage = 0.36

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

[market]
medianWage = 58040
meanWage = 63560
pct10Wage = 36410
pct25Wage = 46190
pct75Wage = 73060
pct90Wage = 100620
employment = 32940
areaTitle = "U.S."

[industries]
count = 13

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 15460
medianWage = 52630
lq = 5.31

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 12950
medianWage = 62330
lq = 5.63

[[industries.top]]
naics = "541720"
slug = "541720"
title = "Research and Development in the Social Sciences and Humanities"
level = "National industry"
employment = 6450
medianWage = 60800
lq = 496.65

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 1980
medianWage = 50240
lq = 0.4

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 1030
medianWage = 46960
lq = 1.09

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 240
medianWage = 51220
lq = 0.12

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 190
medianWage = 84480
lq = 0.07

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 180
medianWage = 51220
lq = 0.32

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 150
medianWage = 62750
lq = 0.25

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 60
medianWage = 59600

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 60
medianWage = 65580

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 30
medianWage = 38350

[[industries.concentrated]]
naics = "541720"
slug = "541720"
title = "Research and Development in the Social Sciences and Humanities"
level = "National industry"
employment = 6450
lq = 496.65

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 12950
lq = 5.63

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 15460
lq = 5.31

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 1030
lq = 1.09

[[industries.concentrated]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 1980
lq = 0.4

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 180
lq = 0.32

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 150
lq = 0.25

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 240
lq = 0.12

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

[aiOutlook.index]
value = 77
percentile = 78
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 82
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 79
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 69
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.65
percentile = 55
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 = 0.42424242424242425
beta = 0.6666666666666667
gamma = 0.9090909090909092

[aiOutlook.bls]
growthPercent = 4.4
growthPercentile = 69
direction = "About average"
annualOpeningsThousands = 5.2
annualOpeningsPercentile = 49
employment2024Thousands = 40.6
employment2034Thousands = 42.3

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 1.204652
percentile = 82
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 = 0.9090909090909092
percentile = 79
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 = 0.2043513220531972
percentile = 69
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 tables, graphs, fact sheets, and written reports summarizing research results."
usagePercent = 0.12633057939517436
importance = 4.24

[[aiOutlook.usageTasks]]
task = "Provide assistance in the design of survey instruments such as questionnaires."
usagePercent = 0.03738563487792153
importance = 3.53

[[aiOutlook.usageTasks]]
task = "Prepare, manipulate, and manage extensive databases."
usagePercent = 0.028963596251576566
importance = 3.91

[[aiOutlook.usageTasks]]
task = "Design and create special programs for tasks such as statistical analysis and data entry and cleaning."
usagePercent = 0.025985070395917978
importance = 4.46

[[aiOutlook.usageTasks]]
task = "Edit and submit protocols and other required research documentation."
usagePercent = 0.017460323981446865
importance = 3.88

[[aiOutlook.usageTasks]]
task = "Conduct internet-based and library research."
usagePercent = 0.011811395634508174
importance = 3.8

[[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 = 11
totalSample = 3464
autonomyMedian = 4
dominantCollaboration = "directive"
automationShare = 45.14
augmentationShare = 51.42
workUsePercent = 38.26
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 38.91

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 27.21

[[aiPlaybook.collaboration]]
label = "learning"
percent = 19.19

[[aiPlaybook.collaboration]]
label = "feedback loop"
percent = 6.23

[[aiPlaybook.collaboration]]
label = "validation"
percent = 5.02

[[aiPlaybook.collaboration]]
label = "none"
percent = 0.62

[[aiPlaybook.useCase]]
label = "work"
percent = 38.26

[[aiPlaybook.useCase]]
label = "personal"
percent = 30.41

[[aiPlaybook.useCase]]
label = "coursework"
percent = 30.36

[[aiPlaybook.delegatedTasks]]
task = "Conduct internet-based and library research."
usagePercent = 0.12151518939867484
collaboration = "directive"
autonomyMedian = 3
sampleCount = 1215

[[aiPlaybook.delegatedTasks]]
task = "Prepare tables, graphs, fact sheets, and written reports summarizing research results."
usagePercent = 0.06690836354544318
collaboration = "directive"
autonomyMedian = 4
sampleCount = 669

[[aiPlaybook.delegatedTasks]]
task = "Prepare, manipulate, and manage extensive databases."
usagePercent = 0.049606200775096886
collaboration = "directive"
autonomyMedian = 3
sampleCount = 496

[[aiPlaybook.delegatedTasks]]
task = "Design and create special programs for tasks such as statistical analysis and data entry and cleaning."
usagePercent = 0.04150518814851857
collaboration = "directive"
autonomyMedian = 4
sampleCount = 415

[[aiPlaybook.delegatedTasks]]
task = "Provide assistance in the design of survey instruments such as questionnaires."
usagePercent = 0.023002875359419927
collaboration = "learning"
autonomyMedian = 4
sampleCount = 230

[[aiPlaybook.delegatedTasks]]
task = "Provide assistance with the preparation of project-related reports, manuscripts, and presentations."
usagePercent = 0.013601700212526567
collaboration = "directive"
autonomyMedian = 4
sampleCount = 136

[[aiPlaybook.delegatedTasks]]
task = "Present research findings to groups of people."
usagePercent = 0.013401675209401175
collaboration = "learning"
autonomyMedian = 4
sampleCount = 134

[[aiPlaybook.delegatedTasks]]
task = "Edit and submit protocols and other required research documentation."
usagePercent = 0.010801350168771096
collaboration = "task iteration"
autonomyMedian = 3.5
sampleCount = 108

[[aiPlaybook.boundaryTasks]]
task = "Conduct internet-based and library research."
humanNeededPercent = 99.01234567901234
sampleCount = 1215

[[aiPlaybook.boundaryTasks]]
task = "Provide assistance with the preparation of project-related reports, manuscripts, and presentations."
humanNeededPercent = 97.79411764705883
sampleCount = 136

[[aiPlaybook.boundaryTasks]]
task = "Present research findings to groups of people."
humanNeededPercent = 96.26865671641791
sampleCount = 134

[[aiPlaybook.boundaryTasks]]
task = "Prepare, manipulate, and manage extensive databases."
humanNeededPercent = 90.12096774193549
sampleCount = 496

[[aiPlaybook.boundaryTasks]]
task = "Edit and submit protocols and other required research documentation."
humanNeededPercent = 89.81481481481481
sampleCount = 108

[[aiPlaybook.boundaryTasks]]
task = "Provide assistance in the design of survey instruments such as questionnaires."
humanNeededPercent = 89.56521739130436
sampleCount = 230

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: conduct internet-based and library research. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: prepare tables, graphs, fact sheets, and written reports summarizing research results. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: prepare, manipulate, and manage extensive databases. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: design and create special programs for tasks such as statistical analysis and data entry and cleaning. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to provide assistance in the design of survey instruments such as questionnaires, then check my work as I try it myself."
collaboration = "learning"

[counts]
tasks = 22
skills = 43
capabilities = 120
tools = 33
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "296dc4e2b7a6ae59"

[[tasks]]
text = "Design and create special programs for tasks such as statistical analysis and data entry and cleaning."
type = "Core"
iwa = "4.A.2.b.2.b"

[[tasks]]
text = "Obtain informed consent of research subjects or their guardians."
type = "Supplemental"
iwa = "4.A.1.a.1.l"

[[tasks]]
text = "Administer standardized tests to research subjects, or interview them to collect research data."
type = "Supplemental"
iwa = "4.A.1.a.1.l"

[[tasks]]
text = "Provide assistance with the preparation of project-related reports, manuscripts, and presentations."
type = "Core"
iwa = "4.A.3.b.6.c"

[[tasks]]
text = "Prepare tables, graphs, fact sheets, and written reports summarizing research results."
type = "Core"
iwa = "4.A.3.b.6.c"

[[tasks]]
text = "Recruit and schedule research participants."
type = "Supplemental"
iwa = "4.A.2.b.5.c"

[[tasks]]
text = "Screen potential subjects to determine their suitability as study participants."
type = "Supplemental"
iwa = "4.A.4.c.2.a"

[[tasks]]
text = "Perform descriptive and multivariate statistical analyses of data, using computer software."
type = "Core"
iwa = "4.A.1.a.1.r"

[[tasks]]
text = "Track research participants, and perform any necessary follow-up tasks."
type = "Supplemental"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Verify the accuracy and validity of data entered in databases, correcting any errors."
type = "Core"
iwa = "4.A.2.a.2.a"

[[tasks]]
text = "Develop and implement research quality control procedures."
type = "Core"
iwa = "4.A.2.b.2.s"

[[tasks]]
text = "Prepare, manipulate, and manage extensive databases."
type = "Core"
iwa = "4.A.2.b.2.f"

[[emergingTasks]]
text = "Write grant proposals."

[[activities]]
name = "Develop technical or scientific databases."
iwa = "4.A.2.b.2.f"

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

[[activities]]
name = "Collect information from people through observation, interviews, or surveys."
iwa = "4.A.1.a.1.l"

[[activities]]
name = "Conduct research on social issues."
iwa = "4.A.1.a.1.r"

[[activities]]
name = "Verify accuracy of data."
iwa = "4.A.2.a.2.a"

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

[[activities]]
name = "Prepare information or documentation related to legal or regulatory matters."
iwa = "4.A.3.b.6.n"

[[activities]]
name = "Plan social sciences research."
iwa = "4.A.2.b.2.s"

[[activities]]
name = "Collect archival data."
iwa = "4.A.1.a.1.d"

[[activities]]
name = "Record research or operational data."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Develop software or applications for scientific or technical use."
iwa = "4.A.2.b.2.b"

[[activities]]
name = "Prepare data for analysis."
iwa = "4.A.3.b.1.f"

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

[[activities]]
name = "Develop methods of social or economic research."
iwa = "4.A.2.b.2.s"

[[activities]]
name = "Conduct eligibility or selection interviews."
iwa = "4.A.4.c.2.a"

[[activities]]
name = "Administer standardized physical or psychological tests."
iwa = "4.A.4.c.2.b"

[[activities]]
name = "Schedule appointments."
iwa = "4.A.2.b.5.c"

[[activities]]
name = "Recruit personnel."
iwa = "4.A.4.c.2.a"

[[activities]]
name = "Manage scientific or technical project resources."
iwa = "4.A.4.b.4.e"

[[activities]]
name = "Supervise scientific or technical personnel."
iwa = "4.A.4.b.4.a"

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.25

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

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

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

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

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

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.5

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.47

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.38

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

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

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.25

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

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.24

[[capabilities]]
name = "Mathematics"
family = "essential_skill"
value = 3.12

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.12

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.12

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

[[capabilities]]
name = "Mathematical Reasoning"
family = "ability"
value = 3.12

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

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

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.09

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.02

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

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3

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

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3

[[capabilities]]
name = "Number Facility"
family = "ability"
value = 3

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 2.92

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 2.88

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 2.88

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

[[capabilities]]
name = "Systems Evaluation"
family = "transferable_skill"
value = 2.88

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 2.88

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Adobe InDesign"
type = "Specialized Skill"

[[skills]]
name = "Adobe Illustrator"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Equipment Selection"
type = "Specialized Skill"

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

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

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

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

[[tools]]
example = "Microsoft PowerPoint"
category = "Presentation 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 = "Adobe Illustrator"
category = "Graphics or photo imaging software"
hot = true
inDemand = false

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

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

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

[[tools]]
example = "Microsoft Outlook"
category = "Electronic mail 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 Visual Basic"
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 = "Perl"
category = "Object or component oriented development software"
hot = true
inDemand = false

[[tools]]
example = "SAS"
category = "Analytical or scientific 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 = "Appletree"
category = "Computer based training software"
hot = false
inDemand = false

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

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

[[tools]]
example = "Online library databases"
category = "Information retrieval or search software"
hot = false
inDemand = false

[[tools]]
example = "Qualtrics Insight"
category = "Project management software"
hot = false
inDemand = false

[[tools]]
example = "REDCap Research Electronic Data Capture"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

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

[[tools]]
example = "Video development software"
category = "Video creation and editing software"
hot = false
inDemand = false

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

[[workContext]]
name = "Spend Time Sitting"
value = 4.72

[[workContext]]
name = "E-Mail"
value = 4.64

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

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.18

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.15

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.99

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.89

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.89

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.84

[[workContext]]
name = "Contact With Others"
value = 3.67

[[workContext]]
name = "Telephone Conversations"
value = 3.36

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.08

[[workContext]]
name = "Written Letters and Memos"
value = 2.98

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 2.96

[[workContext]]
name = "Physical Proximity"
value = 2.87

[[workContext]]
name = "Time Pressure"
value = 2.85

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.66

[[workContext]]
name = "Level of Competition"
value = 2.66

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.53

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.45

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

[[workContext]]
name = "Frequency of Decision Making"
value = 2.29

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 1.93

[[workContext]]
name = "Consequence of Error"
value = 1.92

[[workContext]]
name = "Public Speaking"
value = 1.85

[[workContext]]
name = "Health and Safety of Other Workers"
value = 1.84

[[workContext]]
name = "Conflict Situations"
value = 1.82

[[workContext]]
name = "Spend Time Standing"
value = 1.74

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 1.71

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 1.67

[[workContext]]
name = "Degree of Automation"
value = 1.62

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.44

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

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 1.32

[[workContext]]
name = "Exposed to Contaminants"
value = 1.28

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 1.25

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

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 1.19

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.17

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 1.15

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 6.08

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.93

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 5.16

[[personFit]]
name = "Social Science"
family = "specific_interest_area"
value = 5.14

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 4.18

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 3.18

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

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.67

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.57

[[personFit]]
name = "Humanities"
family = "specific_interest_area"
value = 2.48

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 2.38

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 2.27

[[personFit]]
name = "Intellectual Curiosity"
family = "work_style"
value = 2.2

[[personFit]]
name = "Public Speaking"
family = "specific_interest_area"
value = 2.19

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 2.18

[[personFit]]
name = "Integrity"
family = "work_style"
value = 1.96

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

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

[[relatedRoles]]
socCode = "19-3022.00"
slug = "role-19-3022-00"
title = "Survey Researchers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "11-9121.01"
slug = "role-11-9121-01"
title = "Clinical Research Coordinators"
tier = "Primary-Short"

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

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

[[relatedRoles]]
socCode = "15-2041.01"
slug = "role-15-2041-01"
title = "Biostatisticians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "25-9044.00"
slug = "role-25-9044-00"
title = "Teaching Assistants, Postsecondary"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "15-1211.01"
slug = "role-15-1211-01"
title = "Health Informatics Specialists"
tier = "Primary-Long"

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

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

[[relatedRoles]]
socCode = "11-9033.00"
slug = "role-11-9033-00"
title = "Education Administrators, Postsecondary"
tier = "Supplemental"

[[careerClusters]]
cluster = "Healthcare & Human Services"
slug = "healthcare-human-services"

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

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

[[studyPrograms]]
title = "Natural Resources and Conservation"
slug = "natural-resources-and-conservation"

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

[[studyPrograms]]
title = "Public Administration and Social Service Professions"
slug = "public-administration-and-social-service-professions"

[[studyPrograms]]
title = "Social Sciences"
slug = "social-sciences"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.65
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 1.204652
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 1.261533
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 1.125941
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
