entityType = "role"
schemaVersion = "role.v1"
slug = "role-15-1243-01"
socCode = "15-1243.01"
title = "Data Warehousing Specialists"
summary = "Design, model, or implement corporate data warehousing activities. Program and configure warehouses of database information and provide support to warehouse users."
aliases = ["Data Warehouse Analyst", "Data Warehouse Solution Architect", "Analytics Manager", "Big Data Engineer", "Data Integrity Specialist", "Data Management Engineer", "Data Management Manager", "Data Management Specialist", "Data Migration Specialist", "Data Quality Analyst", "Data Specialist", "Data Storage Specialist"]
emergingTasks = []
aiSignals = []

[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 = 78.26

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 4.35

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 4.35

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 4.35

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 4.35

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 4.35

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

[market]
medianWage = 135980
meanWage = 142620
pct10Wage = 81630
pct25Wage = 107900
pct75Wage = 169480
pct90Wage = 209990
employment = 64770
areaTitle = "U.S."

[industries]
count = 28

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 24380
medianWage = 138610
lq = 5.39

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 9580
medianWage = 138540
lq = 3.66

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 8510
medianWage = 151460
lq = 6.97

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 6710
medianWage = 134330
lq = 5.69

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 3560
medianWage = 136890
lq = 0.94

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 2900
medianWage = 129820
lq = 1.14

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 2020
medianWage = 140630
lq = 1.81

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 2020
medianWage = 123410
lq = 0.21

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 1900
medianWage = 129460
lq = 0.35

[[industries.top]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 1660
medianWage = 132860
lq = 8.8

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 1480
medianWage = 108410
lq = 0.26

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 730
medianWage = 127520
lq = 1.5

[[industries.concentrated]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 1660
lq = 8.8

[[industries.concentrated]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 8510
lq = 6.97

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 6710
lq = 5.69

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 24380
lq = 5.39

[[industries.concentrated]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 9580
lq = 3.66

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 2020
lq = 1.81

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 730
lq = 1.5

[[industries.concentrated]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 320
lq = 1.31

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

[aiOutlook.index]
value = 93
percentile = 98
band = "High"
version = "ai-exposure-index-v1"
componentCount = 2

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

[[aiOutlook.index.components]]
percentile = 91
source = "microsoft_working_with_ai"

[aiOutlook.eloundou]
alpha = 0.8888888888888888
beta = 0.9444444444444444
gamma = 1

[aiOutlook.bls]
growthPercent = 8.7
growthPercentile = 90
direction = "Growing fast"
annualOpeningsThousands = 4
annualOpeningsPercentile = 43
employment2024Thousands = 66.9
employment2034Thousands = 72.7

[[aiOutlook.exposure]]
source = "eloundou_gamma"
label = "LLM task exposure, γ (OpenAI / Eloundou)"
value = 1
percentile = 95
band = "High"
note = "Share of this job's tasks where a large language model plus simple tools could cut the time to do them by at least half. γ is capped at 1.0 and many jobs reach that ceiling, so treat a top score as 'in the top group', not a precise rank."

[[aiOutlook.exposure]]
source = "microsoft_applicability"
label = "AI assistant applicability (Microsoft)"
value = 0.31196565455544734
percentile = 91
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 = "Write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies."
usagePercent = 0.31017752014099725
importance = 3.91

[[aiOutlook.usageTasks]]
task = "Create supporting documentation, such as metadata and diagrams of entity relationships, business processes, and process flow."
usagePercent = 0.08627454202597275
importance = 3.78

[[aiOutlook.usageTasks]]
task = "Perform system analysis, data analysis or programming, using a variety of computer languages and procedures."
usagePercent = 0.0562838678931346
importance = 3.83

[[aiOutlook.usageTasks]]
task = "Implement business rules via stored procedures, middleware, or other technologies."
usagePercent = 0.02084968098961008
importance = 3.55

[[aiOutlook.usageTasks]]
task = "Map data between source systems, data warehouses, and data marts."
usagePercent = 0.017152200617068392
importance = 4.22

[[aiOutlook.usageTasks]]
task = "Design and implement warehouse database structures."
usagePercent = 0.01622783052393297
importance = 4.09

[[aiOutlook.sources]]
source = "bls_employment_projections"
version = "2024-2034"

[[aiOutlook.sources]]
source = "microsoft_working_with_ai"
version = "working-with-ai"

[[aiOutlook.sources]]
source = "openai_gpts_are_gpts"
version = "gpts-are-gpts"

[counts]
tasks = 18
skills = 84
capabilities = 120
tools = 159
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "1ee501657fa4cac2"

[[tasks]]
text = "Verify the structure, accuracy, or quality of warehouse data."
type = "Core"
iwa = "4.A.2.a.2.a"

[[tasks]]
text = "Develop data warehouse process models, including sourcing, loading, transformation, and extraction."
type = "Core"
iwa = "4.A.3.b.2.d"

[[tasks]]
text = "Map data between source systems, data warehouses, and data marts."
type = "Core"
iwa = "4.A.2.b.2.o"

[[tasks]]
text = "Develop and implement data extraction procedures from other systems, such as administration, billing, or claims."
type = "Core"
iwa = "4.A.3.b.2.f"

[[tasks]]
text = "Design and implement warehouse database structures."
type = "Core"
iwa = "4.A.2.b.2.f"

[[tasks]]
text = "Develop or maintain standards, such as organization, structure, or nomenclature, for the design of data warehouse elements, such as data architectures, models, tools, and databases."
type = "Core"
iwa = "4.A.3.b.2.f"

[[tasks]]
text = "Provide or coordinate troubleshooting support for data warehouses."
type = "Core"
iwa = "4.A.3.b.1.d"

[[tasks]]
text = "Write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies."
type = "Core"
iwa = "4.A.2.b.2.b"

[[tasks]]
text = "Design, implement, or operate comprehensive data warehouse systems to balance optimization of data access with batch loading and resource utilization factors, according to customer requirements."
type = "Core"
iwa = "4.A.3.b.2.f"

[[tasks]]
text = "Perform system analysis, data analysis or programming, using a variety of computer languages and procedures."
type = "Core"
iwa = "4.A.2.a.4.d"

[[tasks]]
text = "Create supporting documentation, such as metadata and diagrams of entity relationships, business processes, and process flow."
type = "Core"
iwa = "4.A.2.b.2.o"

[[tasks]]
text = "Create or implement metadata processes and frameworks."
type = "Core"
iwa = "4.A.3.b.2.d"

[[activities]]
name = "Test software performance."
iwa = "4.A.1.b.2.h"

[[activities]]
name = "Evaluate project designs to determine adequacy or feasibility."
iwa = "4.A.2.a.1.j"

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

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

[[activities]]
name = "Modify software programs to improve performance."
iwa = "4.A.2.b.2.b"

[[activities]]
name = "Design software applications."
iwa = "4.A.2.b.2.b"

[[activities]]
name = "Write computer programming code."
iwa = "4.A.3.b.1.a"

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

[[activities]]
name = "Develop performance metrics or standards related to information technology."
iwa = "4.A.3.b.2.a"

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

[[activities]]
name = "Develop diagrams or flow charts of system operation."
iwa = "4.A.2.b.2.o"

[[activities]]
name = "Apply new technologies to improve work processes."
iwa = "4.A.2.b.1.i"

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

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

[[activities]]
name = "Create databases to store electronic data."
iwa = "4.A.2.b.2.f"

[[activities]]
name = "Develop testing routines or procedures."
iwa = "4.A.3.b.2.f"

[[activities]]
name = "Develop models of information or communications systems."
iwa = "4.A.3.b.2.d"

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 4.26

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.88

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

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

[[capabilities]]
name = "Programming"
family = "transferable_skill"
value = 3.75

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

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

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

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

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.62

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.5

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 3.5

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.5

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.5

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

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

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.38

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.38

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

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

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.23

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.18

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

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

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

[[capabilities]]
name = "Design"
family = "knowledge"
value = 3.04

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

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

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

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

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

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

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3

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

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

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 2.87

[[capabilities]]
name = "Persuasion"
family = "transferable_skill"
value = 2.75

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Microsoft Power BI"
category = "Business intelligence and data analysis software"
hot = true
inDemand = true

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Atlassian JIRA"
category = "Content workflow 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 = "Eclipse IDE"
category = "Development environment 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 = "Informatica software"
category = "Metadata management software"
hot = true
inDemand = false

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

[[tools]]
example = "Microsoft .NET Framework"
category = "Development environment software"
hot = true
inDemand = false

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

[[tools]]
example = "Microsoft Project"
category = "Project management software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft SharePoint"
category = "Document management software"
hot = true
inDemand = false

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

[[tools]]
example = "Microsoft SQL Server Integration Services SSIS"
category = "Enterprise application integration software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft SQL Server Reporting Services SSRS"
category = "Data base reporting software"
hot = true
inDemand = false

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

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

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

[[workContext]]
name = "Spend Time Sitting"
value = 4.86

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.83

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.45

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.43

[[workContext]]
name = "Telephone Conversations"
value = 4.32

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.3

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.09

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.91

[[workContext]]
name = "Contact With Others"
value = 3.43

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.39

[[workContext]]
name = "Time Pressure"
value = 3.3

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.26

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.09

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.04

[[workContext]]
name = "Level of Competition"
value = 3

[[workContext]]
name = "Frequency of Decision Making"
value = 2.87

[[workContext]]
name = "Physical Proximity"
value = 2.78

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

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.65

[[workContext]]
name = "Conflict Situations"
value = 2.61

[[workContext]]
name = "Degree of Automation"
value = 2.39

[[workContext]]
name = "Consequence of Error"
value = 2.22

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.17

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.04

[[workContext]]
name = "Public Speaking"
value = 1.91

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 1.91

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 1.91

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

[[workContext]]
name = "Health and Safety of Other Workers"
value = 1.52

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.43

[[workContext]]
name = "Exposed to Contaminants"
value = 1.32

[[workContext]]
name = "Exposed to Radiation"
value = 1.17

[[workContext]]
name = "Spend Time Keeping or Regaining Balance"
value = 1.17

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 1.13

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 1.13

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 1.09

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.04

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 1.04

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 1.04

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 6.58

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 6.38

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

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 4.79

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 4

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 3.52

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 3.05

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

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 2.93

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 2.79

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 2.5

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 2.31

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 2.17

[[personFit]]
name = "Intellectual Curiosity"
family = "work_style"
value = 2.16

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 2.06

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.03

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

[[relatedRoles]]
socCode = "15-1242.00"
slug = "role-15-1242-00"
title = "Database Administrators"
tier = "Primary-Short"

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

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

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

[[relatedRoles]]
socCode = "15-1253.00"
slug = "role-15-1253-00"
title = "Software Quality Assurance Analysts and Testers"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "15-1299.07"
slug = "role-15-1299-07"
title = "Blockchain Engineers"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "15-1251.00"
slug = "role-15-1251-00"
title = "Computer Programmers"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "15-1244.00"
slug = "role-15-1244-00"
title = "Network and Computer Systems Administrators"
tier = "Supplemental"

[[careerClusters]]
cluster = "Digital Technology"
slug = "digital-technology"

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

[[studyPrograms]]
title = "Computer and Information Sciences and Support Services"
slug = "computer-and-information-sciences-and-support-services"

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

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