entityType = "role"
schemaVersion = "role.v1"
slug = "role-15-1253-00"
socCode = "15-1253.00"
title = "Software Quality Assurance Analysts and Testers"
summary = "Develop and execute software tests to identify software problems and their causes. Test system modifications to prepare for implementation. Document software and application defects using a bug tracking system and report defects to software or web developers. Create and maintain databases of known defects. May participate in software design reviews to provide input on functional requirements, operational characteristics, product designs, and schedules."
aliases = ["Quality Assurance Analyst (QA Analyst)", "Software Quality Assurance Engineer (SQA Engineer)", "Software Quality Engineer", "Software Test Engineer", "Automation Tester", "Information Technology Analyst (IT Analyst)", "Quality Assurance Engineer (QA Engineer)", "Quality Engineer", "Software Quality Assurance Analyst (SQA Analyst)", "Test Engineer", "Application Integrator", "Applications Analyst"]
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 = 50

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 26.47

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 8.82

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 8.82

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 2.94

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 2.94

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

[market]
medianWage = 102610
meanWage = 110260
pct10Wage = 60690
pct25Wage = 79520
pct75Wage = 131870
pct90Wage = 166960
employment = 199800
areaTitle = "U.S."

[industries]
count = 30

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 83530
medianWage = 100510
lq = 5.99

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 38580
medianWage = 104330
lq = 10.24

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 20830
medianWage = 101920
lq = 2.58

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 17140
medianWage = 125990
lq = 1.04

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 11150
medianWage = 104520
lq = 3.06

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 11070
medianWage = 102700
lq = 0.95

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 6830
medianWage = 103770
lq = 1.99

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 6000
medianWage = 101420
lq = 0.77

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 3740
medianWage = 108890
lq = 2.5

[[industries.top]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 3490
medianWage = 99090
lq = 6

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 2680
medianWage = 105130
lq = 0.09

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 2310
medianWage = 86260
lq = 0.13

[[industries.concentrated]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 38580
lq = 10.24

[[industries.concentrated]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 3490
lq = 6

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 83530
lq = 5.99

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 11150
lq = 3.06

[[industries.concentrated]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 670
lq = 3.03

[[industries.concentrated]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 20830
lq = 2.58

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 3740
lq = 2.5

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 6830
lq = 1.99

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

[aiOutlook.index]
value = 90
percentile = 95
band = "High"
version = "ai-exposure-index-v1"
componentCount = 2

[[aiOutlook.index.components]]
percentile = 85
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 94
source = "microsoft_working_with_ai"

[aiOutlook.eloundou]
alpha = 0.8070175438596491
beta = 0.8771929824561403
gamma = 0.9473684210526315

[aiOutlook.bls]
growthPercent = 10
growthPercentile = 92
direction = "Growing fast"
annualOpeningsThousands = 14
annualOpeningsPercentile = 71
employment2024Thousands = 201.7
employment2034Thousands = 221.9

[[aiOutlook.exposure]]
source = "eloundou_gamma"
label = "LLM task exposure, γ (OpenAI / Eloundou)"
value = 0.9473684210526315
percentile = 85
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 = 0.3277339225342325
percentile = 94
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 = "Modify existing software to correct errors, allow it to adapt to new hardware, or to improve its performance."
usagePercent = 2.678619114330201

[[aiOutlook.usageTasks]]
task = "Perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source."
usagePercent = 0.646031987313534
importance = 3.66

[[aiOutlook.usageTasks]]
task = "Provide feedback and recommendations to developers on software usability and functionality."
usagePercent = 0.5787583860909006
importance = 4.27

[[aiOutlook.usageTasks]]
task = "Review software documentation to ensure technical accuracy, compliance, or completeness, or to mitigate risks."
usagePercent = 0.27741373572875283
importance = 3.71

[[aiOutlook.usageTasks]]
task = "Store, retrieve, and manipulate data for analysis of system capabilities and requirements."
usagePercent = 0.10116717130426567

[[aiOutlook.usageTasks]]
task = "Document software defects, using a bug tracking system, and report defects to software developers."
usagePercent = 0.07898228906901553
importance = 4.68

[[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 = 30
skills = 158
capabilities = 120
tools = 429
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "4bb84b9cdb0f865b"

[[tasks]]
text = "Identify, analyze, and document problems with program function, output, online screen, or content."
type = "Core"
iwa = "4.A.2.a.4.g"

[[tasks]]
text = "Document software defects, using a bug tracking system, and report defects to software developers."
type = "Core"
iwa = "4.A.2.a.2.c"

[[tasks]]
text = "Develop testing programs that address areas such as database impacts, software scenarios, regression testing, negative testing, error or bug retests, or usability."
type = "Core"
iwa = "4.A.3.b.2.f"

[[tasks]]
text = "Design test plans, scenarios, scripts, or procedures."
type = "Core"
iwa = "4.A.3.b.2.f"

[[tasks]]
text = "Document test procedures to ensure replicability and compliance with standards."
type = "Core"
iwa = "4.A.3.b.6.i"

[[tasks]]
text = "Provide feedback and recommendations to developers on software usability and functionality."
type = "Core"
iwa = "4.A.4.b.6.d"

[[tasks]]
text = "Install, maintain, or use software testing programs."
type = "Core"
iwa = "4.A.3.b.1.c"

[[tasks]]
text = "Test system modifications to prepare for implementation."
type = "Core"
iwa = "4.A.1.b.2.h"

[[tasks]]
text = "Create or maintain databases of known test defects."
type = "Core"
iwa = "4.A.2.b.2.f"

[[tasks]]
text = "Monitor bug resolution efforts and track successes."
type = "Core"
iwa = "4.A.1.a.2.j"

[[tasks]]
text = "Develop or specify standards, methods, or procedures to determine product quality or release readiness."
type = "Core"
iwa = "4.A.3.b.2.a"

[[tasks]]
text = "Update automated test scripts to ensure currency."
type = "Core"
iwa = "4.A.3.b.2.f"

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

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

[[activities]]
name = "Compile technical information or documentation."
iwa = "4.A.2.a.2.c"

[[activities]]
name = "Report maintenance or equipment problems to appropriate personnel."
iwa = "4.A.4.a.2.g"

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

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

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

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

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

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

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

[[activities]]
name = "Manage documentation to ensure organization or accuracy."
iwa = "4.A.4.b.1.g"

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

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

[[activities]]
name = "Provide customer service to clients or users."
iwa = "4.A.4.a.3.c"

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

[[activities]]
name = "Recommend changes to improve computer or information systems."
iwa = "4.A.4.b.6.d"

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

[[activities]]
name = "Collaborate with others to resolve information technology issues."
iwa = "4.A.4.b.1.a"

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

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

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

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

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

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

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

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 4.41

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 4

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 4

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 4

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 4

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 4

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

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

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 3.88

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

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.79

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

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.75

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 3.62

[[capabilities]]
name = "Programming"
family = "transferable_skill"
value = 3.62

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

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

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.29

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3.27

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

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

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

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

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

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

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.12

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

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

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

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

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Design"
family = "knowledge"
value = 3

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

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

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

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3

[[capabilities]]
name = "Learning Strategies"
family = "essential_skill"
value = 2.88

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "PostgreSQL"
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"

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Jenkins CI"
category = "Enterprise application integration software"
hot = true
inDemand = true

[[tools]]
example = "Linux"
category = "Operating system 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 = "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 = "Selenium"
category = "Program testing 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 After Effects"
category = "Video creation and editing software"
hot = true
inDemand = false

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

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

[[tools]]
example = "Adobe InDesign"
category = "Desktop publishing software"
hot = true
inDemand = false

[[tools]]
example = "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 = "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 user interface and query 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 = "Object or component oriented development software"
hot = true
inDemand = false

[[tools]]
example = "Apache Subversion SVN"
category = "Development environment 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 = "Apple Safari"
category = "Internet browser software"
hot = true
inDemand = false

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

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

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

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.69

[[workContext]]
name = "Spend Time Sitting"
value = 4.68

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.44

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.42

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.12

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.12

[[workContext]]
name = "Telephone Conversations"
value = 4.09

[[workContext]]
name = "Contact With Others"
value = 4

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.97

[[workContext]]
name = "Time Pressure"
value = 3.88

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.66

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.56

[[workContext]]
name = "Level of Competition"
value = 3.55

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.26

[[workContext]]
name = "Physical Proximity"
value = 3.09

[[workContext]]
name = "Conflict Situations"
value = 3.03

[[workContext]]
name = "Frequency of Decision Making"
value = 3

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 2.97

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.88

[[workContext]]
name = "Degree of Automation"
value = 2.88

[[workContext]]
name = "Consequence of Error"
value = 2.79

[[workContext]]
name = "Written Letters and Memos"
value = 2.76

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.74

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.68

[[workContext]]
name = "Public Speaking"
value = 2.44

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.39

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.12

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

[[workContext]]
name = "Spend Time Standing"
value = 1.94

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 1.61

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.42

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 1.32

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.29

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.24

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 1.21

[[workContext]]
name = "Exposed to Contaminants"
value = 1.18

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 1.15

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 1.15

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 1.15

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 6.49

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 5.76

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.67

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

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 3.9

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 3.8

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 3.23

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

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

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 2.32

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 2.22

[[personFit]]
name = "Intellectual Curiosity"
family = "work_style"
value = 2.04

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 2.01

[[personFit]]
name = "Achievement Orientation"
family = "work_style"
value = 1.77

[[personFit]]
name = "Perseverance"
family = "work_style"
value = 1.77

[[personFit]]
name = "Integrity"
family = "work_style"
value = 1.76

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

[[relatedRoles]]
socCode = "17-2112.02"
slug = "role-17-2112-02"
title = "Validation Engineers"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "15-1299.04"
slug = "role-15-1299-04"
title = "Penetration Testers"
tier = "Primary-Short"

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

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

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

[[relatedRoles]]
socCode = "17-2061.00"
slug = "role-17-2061-00"
title = "Computer Hardware Engineers"
tier = "Primary-Long"

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

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

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

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

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

[[studyPrograms]]
title = "Engineering/Engineering-Related Technologies/Technicians"
slug = "engineering-engineering-related-technologies-technicians"
