entityType = "role"
schemaVersion = "role.v1"
slug = "role-15-1211-00"
socCode = "15-1211.00"
title = "Computer Systems Analysts"
summary = "Analyze science, engineering, business, and other data processing problems to develop and implement solutions to complex applications problems, system administration issues, or network concerns. Perform systems management and integration functions, improve existing computer systems, and review computer system capabilities, workflow, and schedule limitations. May analyze or recommend commercially available software."
aliases = ["Business Systems Analyst", "Computer Systems Analyst", "Programmer Analyst", "Systems Analyst", "Applications Analyst", "Computer Analyst", "Computer Systems Consultant", "IT Analyst (Information Technology Analyst)", "IT Systems Analyst (Information Technology Systems Analyst)", "Information Systems Analyst (ISA)", "Applications Systems Analyst", "Automatic Data Processing Planner (ADP Planner)"]
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 = "Some College Courses"
percentage = 4.62

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 1.42

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 0.77

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 0.54

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

[market]
medianWage = 103790
meanWage = 111960
pct10Wage = 63160
pct25Wage = 80900
pct75Wage = 132360
pct90Wage = 166030
employment = 497800
areaTitle = "U.S."

[industries]
count = 43

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 168670
medianWage = 105750
lq = 4.85

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 63990
medianWage = 104910
lq = 3.18

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 59610
medianWage = 109210
lq = 6.57

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 36050
medianWage = 107630
lq = 3.84

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 32810
medianWage = 98600
lq = 0.44

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 24760
medianWage = 105590
lq = 0.85

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 23750
medianWage = 109680
lq = 0.58

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 20170
medianWage = 88680
lq = 0.46

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 13950
medianWage = 106280
lq = 0.72

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 12770
medianWage = 116320
lq = 1.49

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 11100
medianWage = 124390
lq = 2.97

[[industries.top]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 10890
medianWage = 102580
lq = 7.51

[[industries.concentrated]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 10890
lq = 7.51

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 59610
lq = 6.57

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 168670
lq = 4.85

[[industries.concentrated]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 36050
lq = 3.84

[[industries.concentrated]]
naics = "541720"
slug = "541720"
title = "Research and Development in the Social Sciences and Humanities"
level = "National industry"
employment = 740
lq = 3.77

[[industries.concentrated]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 63990
lq = 3.18

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 11100
lq = 2.97

[[industries.concentrated]]
naics = "221112"
slug = "221112"
title = "Fossil Fuel Electric Power Generation"
level = "National industry"
employment = 630
lq = 2.74

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

[aiOutlook.index]
value = 86
percentile = 92
band = "High"
version = "ai-exposure-index-v1"
componentCount = 2

[[aiOutlook.index.components]]
percentile = 80
source = "openai_gpts_are_gpts"

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

[aiOutlook.eloundou]
alpha = 0.5882352941176471
beta = 0.75
gamma = 0.9117647058823529

[aiOutlook.bls]
growthPercent = 8.7
growthPercentile = 90
direction = "Growing fast"
annualOpeningsThousands = 34.2
annualOpeningsPercentile = 86
employment2024Thousands = 521.1
employment2034Thousands = 566.5

[[aiOutlook.exposure]]
source = "eloundou_gamma"
label = "LLM task exposure, γ (OpenAI / Eloundou)"
value = 0.9117647058823529
percentile = 80
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 = 0.3126242495751441
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 = "Review and analyze computer printouts and performance indicators to locate code problems, and correct errors by correcting codes."
usagePercent = 0.6461346951016602
importance = 3.6

[[aiOutlook.usageTasks]]
task = "Test, maintain, and monitor computer programs and systems, including coordinating the installation of computer programs and systems."
usagePercent = 0.3007284036333907
importance = 4

[[aiOutlook.usageTasks]]
task = "Confer with clients regarding the nature of the information processing or computation needs a computer program is to address."
usagePercent = 0.27392167093246345
importance = 3.08

[[aiOutlook.usageTasks]]
task = "Read manuals, periodicals, and technical reports to learn how to develop programs that meet staff and user requirements."
usagePercent = 0.16802994137439456
importance = 3.21

[[aiOutlook.usageTasks]]
task = "Assess the usefulness of pre-developed application packages and adapt them to a user environment."
usagePercent = 0.09182076258478528
importance = 3.34

[[aiOutlook.usageTasks]]
task = "Use the computer in the analysis and solution of business problems, such as development of integrated production and inventory control and cost analysis systems."
usagePercent = 0.023211960116511714
importance = 3.97

[[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 = 22
skills = 126
capabilities = 120
tools = 311
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "2bfbc306cb083bfa"

[[tasks]]
text = "Troubleshoot program and system malfunctions to restore normal functioning."
type = "Core"
iwa = "4.A.3.b.1.d"

[[tasks]]
text = "Provide staff and users with assistance solving computer-related problems, such as malfunctions and program problems."
type = "Core"
iwa = "4.A.4.b.6.d"

[[tasks]]
text = "Test, maintain, and monitor computer programs and systems, including coordinating the installation of computer programs and systems."
type = "Core"
iwa = "4.A.1.a.2.j"

[[tasks]]
text = "Use the computer in the analysis and solution of business problems, such as development of integrated production and inventory control and cost analysis systems."
type = "Core"
iwa = "4.A.2.b.2.b"

[[tasks]]
text = "Coordinate and link the computer systems within an organization to increase compatibility so that information can be shared."
type = "Core"
iwa = "4.A.3.b.1.c"

[[tasks]]
text = "Use object-oriented programming languages, as well as client and server applications development processes and multimedia and Internet technology."
type = "Core"
iwa = "4.A.3.b.1.a"

[[tasks]]
text = "Analyze information processing or computation needs and plan and design computer systems, using techniques such as structured analysis, data modeling, and information engineering."
type = "Core"
iwa = "4.A.2.a.4.e"

[[tasks]]
text = "Review and analyze computer printouts and performance indicators to locate code problems, and correct errors by correcting codes."
type = "Supplemental"
iwa = "4.A.2.a.4.g"

[[tasks]]
text = "Consult with management to ensure agreement on system principles."
type = "Core"
iwa = "4.A.4.a.2.h"

[[tasks]]
text = "Specify inputs accessed by the system and plan the distribution and use of the results."
type = "Core"
iwa = "4.A.2.b.1.j"

[[tasks]]
text = "Expand or modify system to serve new purposes or improve work flow."
type = "Core"
iwa = "4.A.2.b.2.b"

[[tasks]]
text = "Interview or survey workers, observe job performance, or perform the job to determine what information is processed and how it is processed."
type = "Supplemental"
iwa = "4.A.1.a.1.n"

[[emergingTasks]]
text = "Write code to perform desired actions."

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

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

[[activities]]
name = "Monitor computer system performance to ensure proper operation."
iwa = "4.A.1.a.2.j"

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

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

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

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

[[activities]]
name = "Configure computer networks."
iwa = "4.A.3.b.1.c"

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

[[activities]]
name = "Collect data about customer needs."
iwa = "4.A.1.a.1.n"

[[activities]]
name = "Identify information technology project resource requirements."
iwa = "4.A.2.b.1.h"

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

[[activities]]
name = "Analyze project data to determine specifications or requirements."
iwa = "4.A.2.a.4.e"

[[activities]]
name = "Design integrated computer systems."
iwa = "4.A.2.b.2.b"

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

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

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

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

[[activities]]
name = "Analyze data to identify or resolve operational problems."
iwa = "4.A.2.a.4.g"

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

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

[[activities]]
name = "Supervise information technology personnel."
iwa = "4.A.4.b.4.a"

[[activities]]
name = "Manage information technology projects or system activities."
iwa = "4.A.4.b.4.e"

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

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

[[activities]]
name = "Select production input materials."
iwa = "4.A.2.b.1.j"

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 4.63

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 4.12

[[capabilities]]
name = "Speaking"
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 = "Information Ordering"
family = "ability"
value = 4

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

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

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

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.88

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

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

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

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

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.7

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

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.62

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

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.5

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.48

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

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

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

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

[[capabilities]]
name = "Programming"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.25

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.25

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.2

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

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.12

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

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

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3.12

[[capabilities]]
name = "Visualization"
family = "ability"
value = 3.12

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "SAP ERP"
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 Teams"
type = "Specialized Skill"

[[tools]]
example = "Atlassian JIRA"
category = "Content workflow 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 = "Microsoft SharePoint"
category = "Document management software"
hot = true
inDemand = true

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

[[tools]]
example = "SAP software"
category = "Enterprise resource planning ERP software"
hot = true
inDemand = true

[[tools]]
example = "ServiceNow"
category = "Data base user interface and query 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 = "Adobe Acrobat"
category = "Document management software"
hot = true
inDemand = false

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

[[tools]]
example = "Adobe Photoshop"
category = "Graphics or photo imaging 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 = "Amazon Web Services AWS software"
category = "Data base user interface and query software"
hot = true
inDemand = false

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

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

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

[[tools]]
example = "Apache Spark"
category = "Business intelligence and data analysis 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 = "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

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

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

[[workContext]]
name = "Telephone Conversations"
value = 4.79

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

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.54

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.52

[[workContext]]
name = "Contact With Others"
value = 4.49

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.35

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.21

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.2

[[workContext]]
name = "Spend Time Sitting"
value = 4.18

[[workContext]]
name = "Time Pressure"
value = 4.17

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 4.03

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.85

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.64

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.6

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.55

[[workContext]]
name = "Frequency of Decision Making"
value = 3.44

[[workContext]]
name = "Level of Competition"
value = 3.41

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 3.27

[[workContext]]
name = "Written Letters and Memos"
value = 3.19

[[workContext]]
name = "Consequence of Error"
value = 2.99

[[workContext]]
name = "Physical Proximity"
value = 2.97

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.84

[[workContext]]
name = "Degree of Automation"
value = 2.71

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.42

[[workContext]]
name = "Spend Time Standing"
value = 2.38

[[workContext]]
name = "Conflict Situations"
value = 2.36

[[workContext]]
name = "Public Speaking"
value = 2.32

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.21

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.12

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 1.75

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 1.55

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 1.45

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 1.44

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 1.38

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 1.37

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 1.31

[[workContext]]
name = "Exposed to Contaminants"
value = 1.24

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 1.19

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.17

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

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 6.39

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

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 4.21

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

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 3.27

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

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 2.85

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 2.83

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

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 2.35

[[personFit]]
name = "Intellectual Curiosity"
family = "work_style"
value = 2.33

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

[[personFit]]
name = "Innovation"
family = "work_style"
value = 2.3

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 2.23

[[personFit]]
name = "Business Initiatives"
family = "specific_interest_area"
value = 2.2

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

[[relatedRoles]]
socCode = "11-3021.00"
slug = "role-11-3021-00"
title = "Computer and Information Systems Managers"
tier = "Primary-Short"

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

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

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

[[relatedRoles]]
socCode = "15-1299.05"
slug = "role-15-1299-05"
title = "Information Security Engineers"
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 = "15-1211.01"
slug = "role-15-1211-01"
title = "Health Informatics Specialists"
tier = "Primary-Long"

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

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