entityType = "role"
schemaVersion = "role.v1"
slug = "role-15-1242-00"
socCode = "15-1242.00"
title = "Database Administrators"
summary = "Administer, test, and implement computer databases, applying knowledge of database management systems. Coordinate changes to computer databases. Identify, investigate, and resolve database performance issues, database capacity, and database scalability. May plan, coordinate, and implement security measures to safeguard computer databases."
aliases = ["Database Administration Manager", "Database Administrator (DBA)", "Database Analyst", "Systems Administrator (Systems Admin)", "Database Coordinator", "Database Engineer", "Database Manager", "Development and Database Administration Manager", "IS Admin (Information Systems Administrator)", "Administrator (Admin)", "Automatic Data Processing Planner (ADP Planner)", "Cyber Database Administrator (Cyber DBA)"]
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 = 88.98

[[preparation.educationDistribution]]
label = "Post-Baccalaureate Certificate"
percentage = 3.91

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 3.46

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 2.21

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 1.29

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 0.15

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

[market]
medianWage = 104620
meanWage = 107440
pct10Wage = 56820
pct25Wage = 76100
pct75Wage = 132850
pct90Wage = 160890
employment = 73180
areaTitle = "U.S."

[industries]
count = 33

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 18360
medianWage = 109200
lq = 3.59

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 8300
medianWage = 118180
lq = 2.81

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 7150
medianWage = 83780
lq = 1.1

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 6760
medianWage = 115940
lq = 4.9

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 5710
medianWage = 117740
lq = 4.28

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 4290
medianWage = 84150
lq = 0.39

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 4110
medianWage = 109930
lq = 0.96

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 3080
medianWage = 100140
lq = 0.51

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 2650
medianWage = 76990
lq = 1.26

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 2320
medianWage = 106350
lq = 0.81

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 1770
medianWage = 125270
lq = 1.41

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 1350
medianWage = 100020
lq = 2.46

[[industries.concentrated]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 1140
lq = 5.35

[[industries.concentrated]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 6760
lq = 4.9

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 5710
lq = 4.28

[[industries.concentrated]]
naics = "541720"
slug = "541720"
title = "Research and Development in the Social Sciences and Humanities"
level = "National industry"
employment = 110
lq = 3.81

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 18360
lq = 3.59

[[industries.concentrated]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 8300
lq = 2.81

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 1350
lq = 2.46

[[industries.concentrated]]
naics = "524210"
slug = "524210"
title = "Insurance Agencies and Brokerages"
level = "National industry"
employment = 800
lq = 1.7

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

[aiOutlook.index]
value = 91
percentile = 96
band = "High"
version = "ai-exposure-index-v1"
componentCount = 2

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

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

[aiOutlook.eloundou]
alpha = 0.8709677419354839
beta = 0.9354838709677419
gamma = 1

[aiOutlook.bls]
growthPercent = -0.7
growthPercentile = 23
direction = "Declining"
annualOpeningsThousands = 3.8
annualOpeningsPercentile = 41
employment2024Thousands = 78
employment2034Thousands = 77.5

[[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 = 0.29739595967353566
percentile = 87
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 = 3.68

[[aiOutlook.usageTasks]]
task = "Modify existing databases and database management systems or direct programmers and analysts to make changes."
usagePercent = 0.29559301422708284
importance = 4

[[aiOutlook.usageTasks]]
task = "Identify, evaluate and recommend hardware or software technologies to achieve desired database performance."
usagePercent = 0.04837536820742043
importance = 3.05

[[aiOutlook.usageTasks]]
task = "Train users and answer questions."
usagePercent = 0.0035947725844155307
importance = 3.56

[[aiOutlook.usageTasks]]
task = "Specify users and user access levels for each segment of database."
usagePercent = 0.002567694703153951
importance = 3.8

[[aiOutlook.usageTasks]]
task = "Identify and evaluate industry trends in database systems to serve as a source of information and advice for upper management."
usagePercent = 0.0019514479743970028
importance = 2.81

[[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 = 125
capabilities = 120
tools = 288
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "685984e2771f4c4a"

[[tasks]]
text = "Modify existing databases and database management systems or direct programmers and analysts to make changes."
type = "Core"
iwa = "4.A.2.b.2.f"

[[tasks]]
text = "Plan, coordinate, and implement security measures to safeguard information in computer files against accidental or unauthorized damage, modification or disclosure."
type = "Core"
iwa = "4.A.3.b.1.b"

[[tasks]]
text = "Plan and install upgrades of database management system software to enhance database performance."
type = "Core"
iwa = "4.A.2.b.2.f"

[[tasks]]
text = "Specify users and user access levels for each segment of database."
type = "Core"
iwa = "4.A.3.b.1.b"

[[tasks]]
text = "Test changes to database applications or systems."
type = "Core"
iwa = "4.A.1.b.2.h"

[[tasks]]
text = "Test programs or databases, correct errors, and make necessary modifications."
type = "Core"
iwa = "4.A.2.a.1.g"

[[tasks]]
text = "Train users and answer questions."
type = "Core"
iwa = "4.A.4.b.3.e"

[[tasks]]
text = "Provide technical support to junior staff or clients."
type = "Core"
iwa = "4.A.4.b.6.d"

[[tasks]]
text = "Approve, schedule, plan, and supervise the installation and testing of new products and improvements to computer systems, such as the installation of new databases."
type = "Core"
iwa = "4.A.2.b.6.b"

[[tasks]]
text = "Develop standards and guidelines for the use and acquisition of software and to protect vulnerable information."
type = "Core"
iwa = "4.A.3.b.2.a"

[[tasks]]
text = "Write and code logical and physical database descriptions and specify identifiers of database to management system, or direct others in coding descriptions."
type = "Core"
iwa = "4.A.2.b.2.f"

[[tasks]]
text = "Develop data models describing data elements and how they are used, following procedures and using pen, template, or computer software."
type = "Core"
iwa = "4.A.3.b.2.d"

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

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

[[activities]]
name = "Update computer database information."
iwa = "4.A.3.b.1.f"

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

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

[[activities]]
name = "Implement security measures for computer or information systems."
iwa = "4.A.3.b.1.b"

[[activities]]
name = "Develop computer or information security policies or procedures."
iwa = "4.A.3.b.2.f"

[[activities]]
name = "Develop detailed project plans."
iwa = "4.A.2.b.6.b"

[[activities]]
name = "Coordinate software or hardware installation."
iwa = "4.A.4.b.4.e"

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

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

[[activities]]
name = "Read documents to gather technical information."
iwa = "4.A.1.a.1.b"

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

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

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

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

[[activities]]
name = "Test computer system operations to ensure proper functioning."
iwa = "4.A.1.b.2.h"

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 4.79

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.96

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.93

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

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

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

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

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

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

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.75

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

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.55

[[capabilities]]
name = "Telecommunications"
family = "knowledge"
value = 3.54

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3.51

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

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

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

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

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.38

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

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

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

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

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

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

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

[[capabilities]]
name = "Systems Evaluation"
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 = "Speech Clarity"
family = "ability"
value = 3.12

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.1

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.09

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Node.js"
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"

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

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

[[tools]]
example = "Apache Airflow"
category = "Procedure management software"
hot = true
inDemand = true

[[tools]]
example = "Apache Hadoop"
category = "Data base management system software"
hot = true
inDemand = true

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

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

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

[[tools]]
example = "Git"
category = "File versioning software"
hot = true
inDemand = true

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

[[tools]]
example = "IBM Terraform"
category = "Configuration management software"
hot = true
inDemand = true

[[tools]]
example = "Informatica software"
category = "Metadata management software"
hot = true
inDemand = true

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "PostgreSQL"
category = "Object oriented data base management software"
hot = true
inDemand = true

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

[[tools]]
example = "Salesforce software"
category = "Customer relationship management CRM software"
hot = true
inDemand = true

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

[[tools]]
example = "Shell script"
category = "Operating system 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 = "Transact-SQL"
category = "Object oriented data base management software"
hot = true
inDemand = true

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

[[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 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

[[workContext]]
name = "E-Mail"
value = 4.92

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.77

[[workContext]]
name = "Telephone Conversations"
value = 4.58

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.58

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.49

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.34

[[workContext]]
name = "Spend Time Sitting"
value = 4.33

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.24

[[workContext]]
name = "Contact With Others"
value = 4.13

[[workContext]]
name = "Frequency of Decision Making"
value = 3.91

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.89

[[workContext]]
name = "Consequence of Error"
value = 3.88

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.58

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.46

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

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.29

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 3.19

[[workContext]]
name = "Spend Time Standing"
value = 3

[[workContext]]
name = "Time Pressure"
value = 2.99

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

[[workContext]]
name = "Level of Competition"
value = 2.77

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.66

[[workContext]]
name = "Degree of Automation"
value = 2.63

[[workContext]]
name = "Conflict Situations"
value = 2.44

[[workContext]]
name = "Physical Proximity"
value = 2.39

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

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.13

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.1

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.07

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 1.89

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 1.66

[[workContext]]
name = "Public Speaking"
value = 1.6

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 1.59

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 1.56

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.46

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.35

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.23

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 1.2

[[workContext]]
name = "Exposed to High Places"
value = 1.14

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 1.12

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 6.67

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 6.61

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

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 4.83

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

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 3.65

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 3.19

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

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 2.94

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 2.83

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 2.53

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 2.47

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.29

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

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 1.93

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 1.88

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

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

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

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

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

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

[[relatedRoles]]
socCode = "15-1299.05"
slug = "role-15-1299-05"
title = "Information Security Engineers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "15-1299.01"
slug = "role-15-1299-01"
title = "Web Administrators"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "15-1212.00"
slug = "role-15-1212-00"
title = "Information Security Analysts"
tier = "Primary-Long"

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

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

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

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

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