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Software Quality Assurance Analysts and Testers

Medium51.71%
Salary Range
Low (10th %)$58,740
Median$101,800
High (90th %)$164,520

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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.

The occupation "Software Quality Assurance Analysts and Testers" has an automation risk of 51.7%, only slightly below its base risk of 52.5%. This figure reflects a balanced level of exposure to automation, largely influenced by the repetitive and well-defined nature of many QA and testing functions. Advances in AI and automation technologies have made it increasingly feasible for machines to identify, analyze, and document software problems. For instance, automated testing tools can efficiently detect program function issues, capture defects in bug tracking systems, and even generate comprehensive reports for developers. Tasks such as developing and running tests on databases, simulating various test scenarios (including regression, negative, and usability tests), are now frequently handled by sophisticated automation suites, further increasing the automatable component of this occupation. However, certain aspects of the role remain more resistant to automation due to their reliance on nuanced human judgment and experience. For example, storing, retrieving, and manipulating data for complex analyses of system capabilities and requirements often demand adaptive thinking and domain-specific expertise. Recommending new equipment purchases based on environmental fit or future-proofing involves understanding business needs and environmental variables in ways that automation cannot yet replicate reliably. Furthermore, modifying existing software—whether to fix bugs, improve performance, or adapt to new hardware—requires creativity and a deep understanding of both hardware and software interactions, underscoring tasks less susceptible to full automation. The bottleneck skills inhibiting complete automation in this field primarily revolve around originality, with a measured level of 3.0%. Originality encompasses ideation, creative problem-solving, and the design of novel solutions to unexpected issues—abilities that current automated systems perform poorly compared to humans. As the occupation becomes more dependent on tools that automate routine tasks, the importance of originality grows, creating a bottleneck that constrains further automation. This reliance on creative and adaptive thinking means that, while many procedural aspects of software testing are easy targets for automation, sophisticated human oversight and inventive troubleshooting will continue to play a crucial role in ensuring software quality.

Filter by Automatable Status
Identify, analyze, and document problems with program function, output, online screen, or content.
Partially Automatable
Develop testing programs that address areas such as database impacts, software scenarios, regression testing, negative testing, error or bug retests, or usability.
Partially Automatable
Design test plans, scenarios, scripts, or procedures.
Partially Automatable
Document test procedures to ensure replicability and compliance with standards.
Partially Automatable
Provide feedback and recommendations to developers on software usability and functionality.
Partially Automatable
Install, maintain, or use software testing programs.
Partially Automatable
Test system modifications to prepare for implementation.
Partially Automatable
Create or maintain databases of known test defects.
Partially Automatable
Monitor bug resolution efforts and track successes.
Partially Automatable
Update automated test scripts to ensure currency.
Partially Automatable
Participate in product design reviews to provide input on functional requirements, product designs, schedules, or potential problems.
Partially Automatable
Plan test schedules or strategies in accordance with project scope or delivery dates.
Partially Automatable
Monitor program performance to ensure efficient and problem-free operations.
Partially Automatable
Investigate customer problems referred by technical support.
Partially Automatable
Review software documentation to ensure technical accuracy, compliance, or completeness, or to mitigate risks.
Partially Automatable
Identify program deviance from standards, and suggest modifications to ensure compliance.
Partially Automatable
Perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source.
Partially Automatable
Design or develop automated testing tools.
Partially Automatable
Collaborate with field staff or customers to evaluate or diagnose problems and recommend possible solutions.
Partially Automatable
Coordinate user or third-party testing.
Partially Automatable
Visit beta testing sites to evaluate software performance.
Partially Automatable
Conduct historical analyses of test results.
Partially Automatable
Evaluate or recommend software for testing or bug tracking.
Partially Automatable
Modify existing software to correct errors, allow it to adapt to new hardware, or to improve its performance.
Partially Automatable
Recommend purchase of equipment to control dust, temperature, or humidity in area of system installation.
Partially Automatable
Store, retrieve, and manipulate data for analysis of system capabilities and requirements.
Automatable
Document software defects, using a bug tracking system, and report defects to software developers.
Partially Automatable
Develop or specify standards, methods, or procedures to determine product quality or release readiness.
Partially Automatable
Conduct software compatibility tests with programs, hardware, operating systems, or network environments.
Partially Automatable
Install and configure recreations of software production environments to allow testing of software performance.
Partially Automatable

Monitoring Processes, Materials, or SurroundingsGetting InformationIdentifying Objects, Actions, and EventsInspecting Equipment, Structures, or MaterialsEstimating the Quantifiable Characteristics of Products, Events, or InformationJudging the Qualities of Objects, Services, or PeopleProcessing InformationEvaluating Information to Determine Compliance with StandardsAnalyzing Data or InformationMaking Decisions and Solving ProblemsThinking CreativelyUpdating and Using Relevant KnowledgeDeveloping Objectives and StrategiesScheduling Work and ActivitiesOrganizing, Planning, and Prioritizing WorkOperating Vehicles, Mechanized Devices, or EquipmentWorking with ComputersRepairing and Maintaining Electronic EquipmentDrafting, Laying Out, and Specifying Technical Devices, Parts, and EquipmentDocumenting/Recording InformationInterpreting the Meaning of Information for OthersCommunicating with Supervisors, Peers, or SubordinatesCommunicating with People Outside the OrganizationEstablishing and Maintaining Interpersonal RelationshipsAssisting and Caring for OthersSelling or Influencing OthersResolving Conflicts and Negotiating with OthersPerforming for or Working Directly with the PublicRepairing and Maintaining Mechanical EquipmentCoordinating the Work and Activities of OthersDeveloping and Building TeamsTraining and Teaching OthersGuiding, Directing, and Motivating SubordinatesCoaching and Developing OthersProviding Consultation and Advice to OthersPerforming Administrative ActivitiesStaffing Organizational UnitsMonitoring and Controlling ResourcesPerforming General Physical ActivitiesControlling Machines and ProcessesHandling and Moving Objects

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softwareIBM MiddlewareEmerald Software Group Emerald Green OfficeDynamic modeling softwareGNU Image Manipulation Program GIMPBorland SilkTestBugzillaCruiseControlDebugviewej-technologies JProfilerFileMonHewlett-Packard HP TestDirector for Quality CenterHewlett-Packard HP WinRunnerMicrosoft Office softwareMicrosoft PowerPointMicrosoft ProjectMicrosoft PublisherMicrosoft WordIBM NotesIBM Power Systems softwareJob control language JCLLexisNexisLinkedInMcAfeeMicrosoft Internet ExplorerMicrosoft OneNoteMicrosoft VisioMicrosoft Visual BasicMicrosoft WindowsMicroStrategyMinitabNagiosNetSuite ERPOracle DatabaseOracle EloquaOracle HyperionLogMeIn GoToMeetingJavaScriptJamBoardLAMP StackMicrosoft TeamsMySQLNoSQLOracle Fusion ApplicationsMicrosoft ExcelIBM WebSphereKornShellLinuxMicrosoft .NET FrameworkMicrosoft Visual StudioMongoDBNode.jsObjective CIBM Rational ClearQuestMoodleLoomLogMeIn GoToWebinarNational Instruments LabVIEWMicrosoft SQL Server Reporting Services SSRSMozilla FirefoxjQueryJUnitMicrosoft ActiveXMicrosoft ASP.NET Core MVCMicrosoft Team Foundation ServerIBM Rational ClearCaseIBM Rational PurifyPlusInteroperability testing softwareJMigration testing softwareMutation testing softwareNetwork intrusion detection softwareMigration softwareIntegrated development environment IDE softwareList processing language LISPICON programming languageMicrosoft ESP SDKModulaMUMPS MOberonObjective CamlIBM Rational RequisiteProIntegration testing softwareIEA Software EmeraldJenkins CILibreOfficeMathWorks SimulinkMicrosoft DirectXMicrosoft transact-structural query language T-SQLOperating system shellsMicrosoft Internet Information Services (IIS)Oracle Business Intelligence SuiteInterface definition language IDLMagellan FirmwareIBM Rational RobotJetBrains IntelliJ IDEAMicrosoft Visual SourceSafeNUnitSalesforce softwareTableauOracle SolarisPostgreSQLPuppetQlik Tech QlikViewQuest Erwin Data ModelerRSAP Business ObjectsSAP Crystal ReportsSASScreencastifySlackSocial media sitesSplunk EnterpriseTax softwareTeradata DatabaseThe MathWorks MATLABVeritas NetBackupOracle JavaServer Pages JSPOracle PL/SQLPythonRubySwiftOracle JavaOracle WebLogic ServerSAP softwarePerlRed Hat Enterprise LinuxReactRed Hat WildFlyUnified modeling language UMLUNIXVMwareSeleniumTrimble SketchUp ProRelational database management softwareScalaUbuntuWiresharkWorkflow softwareWeb server softwareTransact-SQLSkypePrologSalesforce VisualforceRecovery testing softwareRegression testing softwareSAP Adaptive Server EnterpriseSAP NetWeaverSecurity testing softwareSmalltalkSpring BootStress testing softwareTest design softwareTest implementation softwareUNIX ShellUsability testing softwareVersion control softwareRed Hat OpenShiftPatch management softwareStorage area network SAN softwareRed Hat Ansible EngineSAP PowerBuilderTalend Big Data IntegrationTalend Data FabricSymantec Visual CafePascalRevision control softwareSchemeSource code editor softwareStructured Query Report SQRPuTTYQNXRESTful APISimple API for XML SAXSoftware distribution management softwareVisible RazorWin CEXcodeReal time operating system RTOS softwareWind River VxWorksPostmanRegMonTestNGTwikiVMWare ESX ServerVMWare WorkstationWatirYouTubeZoomYourKit Java ProfilerMicrosoft Visual Basic for Applications VBANortonLifeLock cybersecurity softwareOracle JD Edwards EnterpriseOneOracle JD Edwards EnterpriseOneSAP Business ObjectsCisco WebexBlackbaud The Raiser's EdgeBlackbaud The Raiser's EdgeAmazon Web Services AWS softwareAdobe Creative Cloud softwareAirtableApache HadoopAdobe After EffectsAdobe DreamweaverAdobe IllustratorAmazon RedshiftApache HiveAdobe ActionScriptAdobe FlexApache HTTP ServerAdobe PhotoshopApache KafkaAmazon DynamoDBAnsible softwareApache GroovyAJAXAdaApache FlumeAnti-spyware softwareAntivirus softwareADO.NETAmazon KinesisApache HBaseApache AvroA programming language APLABC CompilerAlgorithmic language ALGOLAllaire ColdFusionAmazon Data PipelineAcresso InstallAnywhereApple macOSBlackboard softwareCustomer information control system CICSDropboxEvernoteFlipgridGoogle AnalyticsGoogle DocsGoogle DriveGoogle SlidesCisco WebexDrupalApache PigCCascading style sheets CSSElasticsearchGitHubGoogle MeetEclipse IDEGoogle SitesGoogle GmailAutodesk AutoCADFirewall softwareApache TomcatBackbone.jsExtensible markup language XMLC#C++CanuEmbarcadero DelphiEnterprise JavaBeansBashChefEpic SystemsCisco IOSDassault Systemes CATIADjangoDockerGitGoFormula translation/translator FORTRANBlinkGoogle SheetsData analysis softwareGoogle AngularDataVisionFaceTimeAtlassian BambooApache SparkExt JSComponent object model COM softwareDefect tracking softwareDynamic analysis softwareEiffelEmbarcadero JBuilderFunctional testing softwareApache Subversion SVNEncryption softwareConfiguration management softwareDeployment softwareApache SqoopData manipulation language DMLApache OozieAWKB-MethodBigloo SchemeCall-processing language CPLCommon Lisp Object System CLOSComputer On-line Real-time Applications Language CORAL 66E++ pattern languageEvent-driven State-machines ProgrammingForthGambit SchemeDisk operating system DOSDocument Object Model DOM ScriptingEmbedded systems development softwareExtensible stylesheet language transformations XSLTFault testing softwareApple CocoaEmerald Software Group Emerald Green OfficeDynamic modeling softwareBorland SilkTestCruiseControlDebugviewFileMonNUnitFitNesseGraphical user interface GUI builder softwareMicrosoft ExcelMicrosoft OutlookMicrosoft ProjectMicrosoft PublisherMicrosoft SharePointGroupMeIBM Cognos ImpromptuIBM DominoIBM InfoSphere DataStageIBM NotesIBM Power Systems softwareJob control language JCLLexisNexisLinkedInMcAfeeMicrosoft Internet ExplorerMicrosoft OneNoteMicrosoft VisioMicrosoft Visual BasicMicrosoft WindowsMicroStrategyMinitabNagiosNetSuite ERPLogMeIn GoToMeetingJamBoardLAMP StackMicrosoft TeamsMySQLNoSQLHewlett Packard HP-UXIBM WebSphereMicrosoft DynamicsKornShellLinuxMicrosoft Visual StudioMicrosoft Windows ServerMongoDBNode.jsIBM Rational ClearQuestMoodleLoomJavaScript Object Notation JSONMicrosoft SQL Server Integration Services SSISLogMeIn GoToWebinarMozilla FirefoxMicrosoft PowerShellMicrosoft Active Server Pages ASPHibernate ORMjQueryJUnitMicrosoft ActiveXMicrosoft ASP.NETMicrosoft Visual Basic.NETMicrosoft Team Foundation ServerIBM DB2IBM Rational PurifyPlusIBM Rational Rose XDEInteroperability testing softwareJLoad testing softwareMicrosoft Visual C# .NETMigration testing softwareMutation testing softwareIBM AIXNetwork intrusion detection softwareHaskellMigration softwareIntegrated development environment IDE softwareICON programming languageInterstate connection ICONMicrosoft ESP SDKModulaMUMPS MIEA Software EmeraldIBM MiddlewareJenkins CILibreOfficeMathWorks SimulinkMicrosoft DirectXMicrosoft transact-structural query language T-SQLHewlett-Packard HP TestDirector for Quality CenterHewlett-Packard HP WinRunnerMagellan FirmwareIBM Rational RobotMicrosoft Visual SourceSafeMicrosoft Windows SDKSmugMug FlickrSalesforce softwareTableauOracle DatabaseOracle E-Business Suite FinancialsOracle EloquaOracle HyperionOracle PeopleSoft FinancialsOracle SolarisPostgreSQLPuppetQlik Tech QlikViewQuest Erwin Data ModelerRSAP Crystal ReportsSASScreencastifySlackSplunk EnterpriseStataCorp StataTax softwareTeradata DatabaseThe MathWorks MATLABVeritas NetBackupOracle PL/SQLRubyRuby on RailsSwiftOracle Fusion ApplicationsOracle Fusion MiddlewareSAP softwareOracle JavaPerlShell scriptRed Hat WildFlySpring FrameworkUnified modeling language UMLUNIXTrimble SketchUp ProPerforce Helix softwareReactScalaVerilogOracle ReportsSkypePrologOracle JDBCSalesforce VisualforceRecovery testing softwareRegression testing softwareSAP Adaptive Server EnterpriseSAP NetWeaverSecurity testing softwareSmalltalkSpring BootStress testing softwareTest design softwareTest implementation softwareUNIX ShellUsability testing softwareVersion control softwareRed Hat OpenShiftPatch management softwareStorage area network SAN softwareSAP PowerBuilderTalend Data FabricSymantec Visual CafeRestructured extended executor REXXOberonObjective CamlRevision control softwareSchemeSource code editor softwareStructured Query Report SQROracle Business Intelligence DiscovererOperating system shellsPuTTYQNXRESTful APISAP Business IntelligenceReal time operating system RTOS softwareString oriented symbolic language SNOBOLSoftware distribution management softwareOracle Business Intelligence SuitePostmanRegMonTestNGTwikiYouTubeZoomWeb browser softwareVMwareWorkflow softwareVisible RazorWin CEXcodeXML Path Language XPATHWind River VxWorksVMWare WorkstationWatirWind River Systems VxWorksDelphi TechnologyJavaScriptExtensible hypertext markup language XHTMLMicrosoft Azure softwareOracle JavaServer Pages JSPHuman resource management software HRMSAtlassian JIRAHypertext markup language HTMLSupervisory control and data acquisition SCADA softwareSupervisory control and data acquisition SCADA softwareMicrosoft Visual Basic Scripting Edition VBScriptMicrosoft Visual Basic Scripting Edition VBScriptMicrosoft .NET FrameworkObjective COracle Fusion MiddlewareRed Hat Enterprise LinuxMicrosoft Dynamics GPMicrosoft Dynamics GPOracle Primavera Enterprise Project Portfolio ManagementOracle Primavera Enterprise Project Portfolio ManagementHewlett Packard LoadRunnerBentley MicroStationDocument management system softwareAmazon Elastic Compute Cloud EC2Geographic information system GIS softwareGeographic information system GIS softwareJavaScript Object Notation JSONWiresharkMicrosoft SQL Server Integration Services SSISNational Instruments LabVIEWMicrosoft SQL Server Reporting Services SSRSESRI ArcGIS softwareEnterprise application integration EAI softwareTransact-SQLDynamic hypertext markup language DHTMLAdvanced business application programming ABAPAdvanced business application programming ABAPApache StrutsMicrosoft ASP.NETOracle PeopleSoftCommon business oriented language COBOLCommon business oriented language COBOLAmazon Web Services AWS CloudFormationMicrosoft ASP.NET Core MVCVirtual private networking VPN softwareVirtual private networking VPN softwareAmazon Simple Storage Service S3Amazon Simple Storage Service S3Microsoft SharePointData definition language DDLTalend Big Data IntegrationVoice over internet protocol VoIP system softwareVoice over internet protocol VoIP system softwareRestructured extended executor REXXABC: the AspectBench Compiler for AspectJObject Management Group Object Request BrokerString oriented symbolic language SNOBOLWeb application softwareMicrosoft Internet Information Services (IIS)Interface definition language IDLGraphical user interface GUI design softwareRelational database management softwareSmugMug FlickrAmazon Web Services AWS softwareAtlassian ConfluenceAdobe AcrobatHuman resource management software HRMSAdobe AcrobatIBM SPSS StatisticsMicrosoft ExchangeMicrosoft ExchangeBeginner's all-purpose symbolic instruction code BASICOracle Business Intelligence Enterprise EditionShell scriptStataCorp StataAdobe DreamweaverAdobe InDesignHypertext markup language HTMLAmazon RedshiftApache SolrApache CassandraExtensible hypertext markup language XHTMLJupyter NotebookJupyter NotebookRuby on RailsGoogle GmailApache MavenMicrosoft Active Server Pages ASPMicrosoft Windows ServerOracle WebLogic ServerPerforce Helix softwareSpring FrameworkHewlett Packard LoadRunnerSeleniumApache KafkaDocument management system software3M Post-it AppAmazon DynamoDBAnsible softwareCisco IOSESRI ArcGIS softwareUbuntuVerilogGoogle SheetsOracle ReportsApple SafariEnterprise application integration EAI softwareMicrosoft PowerShellWeb server softwareAtlassian BambooApache AntApache Subversion SVNIBM Rational RequisiteProOracle JDBCMicrosoft Visual Basic.NETAutomated installation softwareComponent object model COM softwareIBM Rational ClearCaseIBM Rational Rose XDEDistributed component object model DCOM softwareDistributed component object model DCOM softwareLoad testing softwareMicrosoft Visual C# .NETOracle Application ServerOracle Application ServerIntegration testing softwareOracle Java 2 Platform Enterprise Edition J2EEOracle Java 2 Platform Enterprise Edition J2EEStatic analysis softwareStatic analysis softwareSystem testing softwareSystem testing softwareRequirements management softwareRequirements management softwareUnit testing softwareUnit testing softwareBackup and archival softwareList processing language LISPExtensible stylesheet language transformations XSLTFile server softwareOpen Graphics Library OpenGLOpen Graphics Library OpenGLData definition language DDLRed Hat Ansible EngineApache HBaseCommon Lisp Object System CLOSABC: the AspectBench Compiler for AspectJCollaborative Application Markup Language CAMLOracle Business Intelligence DiscovererAmerican National Standards Institute ANSI CBeginner's all-purpose symbolic instruction code BASICInterstate connection ICONPascalGraphical user interface GUI design softwareSimulation program with integrated circuit emphasis SPICESimulation program with integrated circuit emphasis SPICEProgramming language one PL/IProgramming language one PL/IComputer Associates integrated data management system CA-IDMSComputer Associates integrated data management system CA-IDMSDistributed database management softwareEmbedded systems development softwareIBM z/OS operating systemsIBM z/OS operating systemsObject Management Group Object Request BrokerSAP Business IntelligenceSimple API for XML SAXGNU Image Manipulation Program GIMPMicrosoft Azure DevOps ServicesMicrosoft Azure DevOps ServicesWeb service definition language WDSLWeb service definition language WDSLGraphical user interface GUI builder softwareComponent-based Scalable Logical Architecture CSLAComponent-based Scalable Logical Architecture CSLAWeb application softwareXML Path Language XPATHBugzillaej-technologies JProfilerJetBrains IntelliJ IDEAVMWare ESX ServerYourKit Java ProfilerFitNesseWind River Systems VxWorksApache JMeterApache JMeterMicrosoft Windows SDKHewlett-Packard HP QuickTest ProfessionalHewlett-Packard HP QuickTest ProfessionalSmartBear Software AutomatedQA TestCompleteSmartBear Software AutomatedQA TestCompleteEnterprise resource planning ERP softwareExtensible markup language XMLMicrosoft DynamicsOracle PeopleSoftPHPPHPAdobe Creative Cloud softwareMicrosoft AccessStructured query language SQLStructured query language SQLMicrosoft SQL ServerMicrosoft Visual Basic for Applications VBANortonLifeLock cybersecurity softwareOracle E-Business Suite FinancialsOracle PeopleSoft FinancialsSocial media sitesFileMaker ProMicrosoft Azure softwarePythonOracle Business Intelligence Enterprise EditionAtlassian JIRAEnterprise resource planning ERP softwareMicrosoft Office softwareMicrosoft OutlookMicrosoft PowerPointMicrosoft WordWeb browser softwareCitrix cloud computing softwareCustomer information control system CICSMicrosoft AccessIBM SPSS Statistics

Quality Control Systems Managers
Medium50.15%
Plan, direct, or coordinate quality assurance programs. Formulate quality control policies and control quality of laboratory and production efforts.
Computer Systems Analysts
Medium48.05%
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.
Database Administrators
Medium50.55%
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.
Database Architects
Medium50.12%
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.
Data Warehousing Specialists
Medium49.22%
Design, model, or implement corporate data warehousing activities. Program and configure warehouses of database information and provide support to warehouse users.
Network and Computer Systems Administrators
Medium57.76%
Install, configure, and maintain an organization's local area network (LAN), wide area network (WAN), data communications network, operating systems, and physical and virtual servers. Perform system monitoring and verify the integrity and availability of hardware, network, and server resources and systems. Review system and application logs and verify completion of scheduled jobs, including system backups. Analyze network and server resource consumption and control user access. Install and upgrade software and maintain software licenses. May assist in network modeling, analysis, planning, and coordination between network and data communications hardware and software.
Computer Programmers
Medium53.56%
Create, modify, and test the code and scripts that allow computer applications to run. Work from specifications drawn up by software and web developers or other individuals. May develop and write computer programs to store, locate, and retrieve specific documents, data, and information.
Software Developers
Medium51.32%
Research, design, and develop computer and network software or specialized utility programs. Analyze user needs and develop software solutions, applying principles and techniques of computer science, engineering, and mathematical analysis. Update software or enhance existing software capabilities. May work with computer hardware engineers to integrate hardware and software systems, and develop specifications and performance requirements. May maintain databases within an application area, working individually or coordinating database development as part of a team.
Web and Digital Interface Designers
Medium60.00%
Design digital user interfaces or websites. Develop and test layouts, interfaces, functionality, and navigation menus to ensure compatibility and usability across browsers or devices. May use web framework applications as well as client-side code and processes. May evaluate web design following web and accessibility standards, and may analyze web use metrics and optimize websites for marketability and search engine ranking. May design and test interfaces that facilitate the human-computer interaction and maximize the usability of digital devices, websites, and software with a focus on aesthetics and design. May create graphics used in websites and manage website content and links.
Penetration Testers
Medium51.14%
Evaluate network system security by conducting simulated internal and external cyberattacks using adversary tools and techniques. Attempt to breach and exploit critical systems and gain access to sensitive information to assess system security.
Information Security Engineers
Medium52.50%
Develop and oversee the implementation of information security procedures and policies. Build, maintain and upgrade security technology, such as firewalls, for the safe use of computer networks and the transmission and retrieval of information. Design and implement appropriate security controls to identify vulnerabilities and protect digital files and electronic infrastructures. Monitor and respond to computer security breaches, viruses, and intrusions, and perform forensic investigation. May oversee the assessment of information security systems.
Blockchain Engineers
Medium51.47%
Maintain and support distributed and decentralized blockchain-based networks or block-chain applications such as cryptocurrency exchange, payment processing, document sharing, and digital voting. Design and deploy secure block-chain design patterns and solutions over geographically distributed networks using advanced technologies. May assist with infrastructure setup and testing for application transparency and security.
Computer Systems Engineers/Architects
Medium50.80%
Design and develop solutions to complex applications problems, system administration issues, or network concerns. Perform systems management and integration functions.
Computer Hardware Engineers
Medium46.34%
Research, design, develop, or test computer or computer-related equipment for commercial, industrial, military, or scientific use. May supervise the manufacturing and installation of computer or computer-related equipment and components.
Electronics Engineers, Except Computer
Medium47.85%
Research, design, develop, or test electronic components and systems for commercial, industrial, military, or scientific use employing knowledge of electronic theory and materials properties. Design electronic circuits and components for use in fields such as telecommunications, aerospace guidance and propulsion control, acoustics, or instruments and controls.
Industrial Engineers
Medium52.84%
Design, develop, test, and evaluate integrated systems for managing industrial production processes, including human work factors, quality control, inventory control, logistics and material flow, cost analysis, and production coordination.
Validation Engineers
Medium45.72%
Design or plan protocols for equipment or processes to produce products meeting internal and external purity, safety, and quality requirements.
Electrical and Electronic Engineering Technologists and Technicians
Medium44.30%
Apply electrical and electronic theory and related knowledge, usually under the direction of engineering staff, to design, build, repair, adjust, and modify electrical components, circuitry, controls, and machinery for subsequent evaluation and use by engineering staff in making engineering design decisions.
Calibration Technologists and Technicians
Medium50.00%
Execute or adapt procedures and techniques for calibrating measurement devices, by applying knowledge of measurement science, mathematics, physics, chemistry, and electronics, sometimes under the direction of engineering staff. Determine measurement standard suitability for calibrating measurement devices. May perform preventive maintenance on equipment. May perform corrective actions to address identified calibration problems.
Quality Control Analysts
Medium49.25%
Conduct tests to determine quality of raw materials, bulk intermediate and finished products. May conduct stability sample tests.
Computer and Information Systems Managers
Medium46.26%
Plan, direct, or coordinate activities in such fields as electronic data processing, information systems, systems analysis, and computer programming.
Computer Network Support Specialists
Medium55.92%
Analyze, test, troubleshoot, and evaluate existing network systems, such as local area networks (LAN), wide area networks (WAN), cloud networks, servers, and other data communications networks. Perform network maintenance to ensure networks operate correctly with minimal interruption.
Computer User Support Specialists
Medium55.42%
Provide technical assistance to computer users. Answer questions or resolve computer problems for clients in person, via telephone, or electronically. May provide assistance concerning the use of computer hardware and software, including printing, installation, word processing, electronic mail, and operating systems.
Web Developers
Medium61.87%
Develop and implement websites, web applications, application databases, and interactive web interfaces. Evaluate code to ensure that it is properly structured, meets industry standards, and is compatible with browsers and devices. Optimize website performance, scalability, and server-side code and processes. May develop website infrastructure and integrate websites with other computer applications.
Video Game Designers
Medium46.94%
Design core features of video games. Specify innovative game and role-play mechanics, story lines, and character biographies. Create and maintain design documentation. Guide and collaborate with production staff to produce games as designed.
Web Administrators
Medium53.44%
Manage web environment design, deployment, development and maintenance activities. Perform testing and quality assurance of web sites and web applications.
Operations Research Analysts
Medium49.05%
Formulate and apply mathematical modeling and other optimizing methods to develop and interpret information that assists management with decisionmaking, policy formulation, or other managerial functions. May collect and analyze data and develop decision support software, services, or products. May develop and supply optimal time, cost, or logistics networks for program evaluation, review, or implementation.
Human Factors Engineers and Ergonomists
Medium47.18%
Design objects, facilities, and environments to optimize human well-being and overall system performance, applying theory, principles, and data regarding the relationship between humans and respective technology. Investigate and analyze characteristics of human behavior and performance as it relates to the use of technology.

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