entityType = "role"
schemaVersion = "role.v1"
slug = "role-15-1243-00"
socCode = "15-1243.00"
title = "Database Architects"
summary = "Design strategies for enterprise databases, data warehouse systems, and multidimensional networks. Set standards for database operations, programming, query processes, and security. Model, design, and construct large relational databases or data warehouses. Create and optimize data models for warehouse infrastructure and workflow. Integrate new systems with existing warehouse structure and refine system performance and functionality."
aliases = ["Database Analyst", "Database Developer", "Database Programmer", "Information Architect", "Data Architect", "Data Engineer", "Data Officer", "Database Architect", "Database Consultant", "Enterprise Architect", "ADP Planner (Automatic Data Processing Planner)", "Big Data Architect"]
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 = 76.19

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 14.29

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 4.76

[[preparation.educationDistribution]]
label = "Post-Baccalaureate Certificate"
percentage = 4.76

[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 = 0.7560975609756098
beta = 0.8780487804878049
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 = "Test programs or databases, correct errors, and make necessary modifications."
usagePercent = 0.34520087589201714
importance = 3.6

[[aiOutlook.usageTasks]]
task = "Collaborate with system architects, software architects, design analysts, and others to understand business or industry requirements."
usagePercent = 0.2809058005250422
importance = 4.48

[[aiOutlook.usageTasks]]
task = "Design database applications, such as interfaces, data transfer mechanisms, global temporary tables, data partitions, and function-based indexes to enable efficient access of the generic database structure."
usagePercent = 0.08134456819591716
importance = 4.1

[[aiOutlook.usageTasks]]
task = "Demonstrate database technical functionality, such as performance, security and reliability."
usagePercent = 0.05854343923191007
importance = 3.76

[[aiOutlook.usageTasks]]
task = "Develop and document database architectures."
usagePercent = 0.056591991257513075
importance = 4.52

[[aiOutlook.usageTasks]]
task = "Identify, evaluate and recommend hardware or software technologies to achieve desired database performance."
usagePercent = 0.04837536820742043
importance = 3.67

[[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 = 25
skills = 135
capabilities = 120
tools = 322
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "a0f58503600f79cb"

[[tasks]]
text = "Develop and document database architectures."
type = "Core"
iwa = "4.A.2.b.2.f"

[[tasks]]
text = "Collaborate with system architects, software architects, design analysts, and others to understand business or industry requirements."
type = "Core"
iwa = "4.A.4.a.2.h"

[[tasks]]
text = "Develop database architectural strategies at the modeling, design and implementation stages to address business or industry requirements."
type = "Core"
iwa = "4.A.3.b.2.f"

[[tasks]]
text = "Design databases to support business applications, ensuring system scalability, security, performance, and reliability."
type = "Core"
iwa = "4.A.2.b.2.f"

[[tasks]]
text = "Develop data models for applications, metadata tables, views or related database structures."
type = "Core"
iwa = "4.A.2.b.2.b"

[[tasks]]
text = "Design database applications, such as interfaces, data transfer mechanisms, global temporary tables, data partitions, and function-based indexes to enable efficient access of the generic database structure."
type = "Core"
iwa = "4.A.2.b.2.f"

[[tasks]]
text = "Develop methods for integrating different products so they work properly together, such as customizing commercial databases to fit specific needs."
type = "Core"
iwa = "4.A.3.b.2.f"

[[tasks]]
text = "Create and enforce database development standards."
type = "Core"
iwa = "4.A.3.b.2.a"

[[tasks]]
text = "Document and communicate database schemas, using accepted notations."
type = "Core"
iwa = "4.A.3.b.6.i"

[[tasks]]
text = "Develop data model describing data elements and their use, following procedures and using pen, template or computer software."
type = "Core"
iwa = "4.A.3.b.2.d"

[[tasks]]
text = "Work as part of a project team to coordinate database development and determine project scope and limitations."
type = "Core"
iwa = "4.A.4.b.4.j"

[[tasks]]
text = "Set up database clusters, backup, or recovery processes."
type = "Core"
iwa = "4.A.2.b.2.f"

[[activities]]
name = "Provide technical support for software maintenance or use."
iwa = "4.A.4.b.6.d"

[[activities]]
name = "Develop database parameters or specifications."
iwa = "4.A.2.b.2.f"

[[activities]]
name = "Evaluate utility of software or hardware technologies."
iwa = "4.A.2.a.1.g"

[[activities]]
name = "Provide recommendations to others about computer hardware."
iwa = "4.A.4.b.6.d"

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

[[activities]]
name = "Install computer software."
iwa = "4.A.3.b.1.c"

[[activities]]
name = "Resolve computer software problems."
iwa = "4.A.3.b.1.d"

[[activities]]
name = "Document design or development procedures."
iwa = "4.A.3.b.6.i"

[[activities]]
name = "Communicate project information to others."
iwa = "4.A.4.a.2.h"

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

[[activities]]
name = "Create electronic data backup to prevent loss of information."
iwa = "4.A.3.b.1.b"

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

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

[[activities]]
name = "Assess database performance."
iwa = "4.A.2.a.1.g"

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

[[activities]]
name = "Collaborate with others to determine design specifications or details."
iwa = "4.A.4.a.2.h"

[[activities]]
name = "Document technical specifications or requirements."
iwa = "4.A.3.b.6.i"

[[activities]]
name = "Develop guidelines for system implementation."
iwa = "4.A.3.b.2.f"

[[activities]]
name = "Analyze market or customer related data."
iwa = "4.A.2.a.4.b"

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

[[activities]]
name = "Estimate time or monetary resources needed to complete projects."
iwa = "4.A.1.b.3.b"

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

[[activities]]
name = "Train others in computer interface or software use."
iwa = "4.A.4.b.3.e"

[[activities]]
name = "Coordinate project activities with other personnel or departments."
iwa = "4.A.4.b.4.j"

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

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 4.3

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

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

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.88

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

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

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

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.88

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

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

[[capabilities]]
name = "Problem Sensitivity"
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 = "Design"
family = "knowledge"
value = 3.71

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.67

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

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.62

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

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 3.5

[[capabilities]]
name = "Programming"
family = "transferable_skill"
value = 3.38

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

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

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

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.25

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.25

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

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.14

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

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

[[capabilities]]
name = "Operations Analysis"
family = "transferable_skill"
value = 3.12

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

[[capabilities]]
name = "Number Facility"
family = "ability"
value = 3.12

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 3.12

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

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

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

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Technology Design"
family = "transferable_skill"
value = 3

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Speech Recognition"
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 = "Oracle SQL Developer"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Oracle Java"
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 = "Snowflake"
category = "Data mining software"
hot = true
inDemand = true

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

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

[[tools]]
example = "Adobe Acrobat"
category = "Document management software"
hot = true
inDemand = false

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

[[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 CloudFormation"
category = "Cloud-based management software"
hot = true
inDemand = false

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

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

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

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

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

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

[[tools]]
example = "Atlassian JIRA"
category = "Content workflow software"
hot = true
inDemand = false

[[tools]]
example = "Autodesk Revit"
category = "Computer aided design CAD software"
hot = true
inDemand = false

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

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

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

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

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

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

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

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

[[tools]]
example = "Docker"
category = "Application server software"
hot = true
inDemand = false

[[workContext]]
name = "E-Mail"
value = 4.95

[[workContext]]
name = "Spend Time Sitting"
value = 4.81

[[workContext]]
name = "Telephone Conversations"
value = 4.43

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

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.19

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.19

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.19

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.15

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.1

[[workContext]]
name = "Contact With Others"
value = 3.81

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.81

[[workContext]]
name = "Level of Competition"
value = 3.81

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.67

[[workContext]]
name = "Time Pressure"
value = 3.62

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.48

[[workContext]]
name = "Written Letters and Memos"
value = 3.33

[[workContext]]
name = "Consequence of Error"
value = 3.24

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.14

[[workContext]]
name = "Frequency of Decision Making"
value = 3.14

[[workContext]]
name = "Conflict Situations"
value = 2.9

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.71

[[workContext]]
name = "Degree of Automation"
value = 2.67

[[workContext]]
name = "Physical Proximity"
value = 2.52

[[workContext]]
name = "Public Speaking"
value = 2.43

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

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.33

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.24

[[workContext]]
name = "Health and Safety of Other Workers"
value = 1.9

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

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 1.76

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.33

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

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.24

[[workContext]]
name = "Exposed to Contaminants"
value = 1.19

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.14

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 1.14

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 1.1

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 1.1

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 1.1

[[workContext]]
name = "Outdoors, Under Cover"
value = 1.05

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 6.63

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 6.12

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

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 5.63

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 5

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 4.02

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

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

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

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 2.68

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 2.63

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

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 2.16

[[personFit]]
name = "Achievement Orientation"
family = "work_style"
value = 2.11

[[personFit]]
name = "Innovation"
family = "work_style"
value = 2.03

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 2

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

[[relatedRoles]]
socCode = "15-1243.01"
slug = "role-15-1243-01"
title = "Data Warehousing Specialists"
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 = "15-1299.07"
slug = "role-15-1299-07"
title = "Blockchain Engineers"
tier = "Primary-Long"

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

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

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

[[relatedRoles]]
socCode = "15-1241.00"
slug = "role-15-1241-00"
title = "Computer Network Architects"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "15-1255.00"
slug = "role-15-1255-00"
title = "Web and Digital Interface Designers"
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"
