Computer Systems Analysts
Medium48.05%
Found in Industries:
Salary Range
Low (10th %)$63,230
Median$103,800
High (90th %)$165,700
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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.
The occupation "Computer Systems Analysts" has an automation risk of 48.1%, which is slightly below its base risk of 48.9%. This indicates a moderate likelihood that many tasks within this profession could be automated in the foreseeable future. The primary reason for this risk level stems from the significant presence of routine, rule-based activities in the role. For instance, the top three most automatable tasks include troubleshooting program and system malfunctions to restore normal functioning, providing assistance to staff and users in solving computer-related issues, and testing, maintaining, and monitoring computer systems. These tasks often follow standardized procedures and can be handled efficiently by advanced diagnostics tools, artificial intelligence, and automated monitoring systems. However, not every aspect of a computer systems analyst's job is easily automatable, and this keeps the overall risk below 50%. The most resistant tasks involve higher-level analytical and interpersonal skills, such as preparing cost-benefit and return-on-investment analyses to guide system implementation decisions. Additionally, supervising programming teams or other analysts, or leading project teams, requires nuanced leadership, judgment, and flexibility—traits that current automation technologies find challenging to replicate. Another highly resistant task is conducting interviews or surveys with workers to understand workflow and information processing, which relies on human communication and contextual understanding. The key bottleneck for automation in this field centers on originality, which is required at a relatively low rate (3.0%–3.6%). This means that, while some tasks need innovative thinking and tailored solutions to unique business problems, the majority of daily work consists of structured and repetitive processes. Automation technologies struggle most when originality and creativity are needed to adapt solutions to new and evolving challenges. As a result, while many routine tasks could be replaced by automation, computer systems analysts retain value by providing original insights, customized system designs, and leadership that current AI and robotics cannot fully match.
Filter by Automatable Status
Troubleshoot program and system malfunctions to restore normal functioning.
Partially Automatable
Test, maintain, and monitor computer programs and systems, including coordinating the installation of computer programs and systems.
Partially Automatable
Use the computer in the analysis and solution of business problems, such as development of integrated production and inventory control and cost analysis systems.
Partially Automatable
Coordinate and link the computer systems within an organization to increase compatibility so that information can be shared.
Partially Automatable
Use object-oriented programming languages, as well as client and server applications development processes and multimedia and Internet technology.
Partially Automatable
Consult with management to ensure agreement on system principles.
Partially Automatable
Specify inputs accessed by the system and plan the distribution and use of the results.
Partially Automatable
Expand or modify system to serve new purposes or improve work flow.
Partially Automatable
Train staff and users to work with computer systems and programs.
Partially Automatable
Assess the usefulness of pre-developed application packages and adapt them to a user environment.
Partially Automatable
Determine computer software or hardware needed to set up or alter systems.
Partially Automatable
Read manuals, periodicals, and technical reports to learn how to develop programs that meet staff and user requirements.
Partially Automatable
Develop, document, and revise system design procedures, test procedures, and quality standards.
Partially Automatable
Recommend new equipment or software packages.
Partially Automatable
Review and analyze computer printouts and performance indicators to locate code problems, and correct errors by correcting codes.
Partially Automatable
Interview or survey workers, observe job performance, or perform the job to determine what information is processed and how it is processed.
Partially Automatable
Supervise computer programmers or other systems analysts or serve as project leaders for particular systems projects.
Non-Automatable
Prepare cost-benefit and return-on-investment analyses to aid in decisions on system implementation.
Partially Automatable
Define the goals of the system and devise flow charts and diagrams describing logical operational steps of programs.
Partially Automatable
Confer with clients regarding the nature of the information processing or computation needs a computer program is to address.
Partially Automatable
Provide staff and users with assistance solving computer-related problems, such as malfunctions and program problems.
Partially Automatable
Analyze information processing or computation needs and plan and design computer systems, using techniques such as structured analysis, data modeling, and information engineering.
Partially Automatable
Reading ComprehensionActive ListeningCritical ThinkingActive LearningComplex Problem SolvingInstallationEquipment MaintenanceQuality Control AnalysisSystems EvaluationManagement of Financial ResourcesTime ManagementManagement of Material ResourcesManagement of Personnel ResourcesWritingSpeakingMathematicsScienceLearning StrategiesMonitoringSocial PerceptivenessCoordinationPersuasionNegotiationInstructingService OrientationOperations AnalysisTechnology DesignEquipment SelectionProgrammingOperations MonitoringOperation and ControlTroubleshootingRepairingJudgment and Decision MakingSystems Analysis
Arm-Hand SteadinessAuditory AttentionCategory FlexibilityControl PrecisionDeductive ReasoningDepth PerceptionDynamic FlexibilityDynamic StrengthExplosive StrengthExtent FlexibilityFar VisionFinger DexterityFlexibility of ClosureFluency of IdeasGlare SensitivityGross Body CoordinationGross Body EquilibriumHearing SensitivityInductive ReasoningInformation OrderingManual DexterityMathematical ReasoningMemorizationMultilimb CoordinationNear VisionNight VisionNumber FacilityOral ComprehensionOral ExpressionOriginalityPerceptual SpeedPeripheral VisionProblem SensitivityRate ControlReaction TimeResponse OrientationSelective AttentionSound LocalizationSpatial OrientationSpeech ClaritySpeech RecognitionSpeed of ClosureSpeed of Limb MovementStaminaStatic StrengthTime SharingTrunk StrengthVisual Color DiscriminationVisualizationWrist-Finger SpeedWritten ComprehensionWritten Expression
Administration and ManagementAdministrativeEconomics and AccountingSales and MarketingCustomer and Personal ServicePersonnel and Human ResourcesProduction and ProcessingFood ProductionEducation and TrainingPsychologySociology and AnthropologyGeographyMedicine and DentistryComputers and ElectronicsEngineering and TechnologyDesignBuilding and ConstructionMechanicalMathematicsPhysicsBiologyFine ArtsPhilosophy and TheologyLaw and GovernmentTelecommunicationsCommunications and MediaTransportationForeign LanguageEnglish LanguageTherapy and CounselingHistory and ArcheologyPublic Safety and SecurityChemistry
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 KnowledgeHandling and Moving ObjectsControlling Machines and ProcessesOperating Vehicles, Mechanized Devices, or EquipmentWorking with ComputersRepairing and Maintaining Electronic EquipmentDocumenting/Recording InformationDrafting, Laying Out, and Specifying Technical Devices, Parts, and EquipmentInterpreting 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 OthersRepairing and Maintaining Mechanical EquipmentOrganizing, Planning, and Prioritizing WorkResolving Conflicts and Negotiating with OthersPerforming for or Working Directly with the PublicCoordinating 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 ResourcesDeveloping Objectives and StrategiesScheduling Work and ActivitiesPerforming General Physical Activities
Marketo Marketing AutomationMarketo Marketing AutomationAdobe PhotoshopADP Workforce NowApple macOSAtlassian ConfluenceBlackboard softwareCustomer information control system CICSDatabase softwareCisco WebexAmazon Web Services AWS softwareAdobe DreamweaverAdobe IllustratorDrupalAmazon RedshiftApache HiveApache PigCCascading style sheets CSSElasticsearchEclipse IDEApache CassandraAdobe FlexApache HTTP ServerApache MavenApache TomcatBackbone.jsC#C++Enterprise JavaBeansApache KafkaAmazon DynamoDBAmazon Elastic Compute Cloud EC2Ansible softwareBashChefEpic SystemsDassault Systemes CATIADjangoBlinkESRI ArcGIS software3M Post-it AppAtlassian BambooAJAXApache AntApache SparkApache StrutsExt JSCisco Systems CiscoWorksAcmeStudioActive directory softwareAdaAdobe ColdFusionAmazon Web Services AWS CloudFormationApplication management softwareAutomated installation softwareBusiness intelligence system softwareComponent object model COM softwareCrossTec NetOp Remote ControlDefect tracking softwareDiagramming softwareDynamic analysis softwareEiffelElectronic design automation EDA softwareEmbarcadero JBuilderMicrosoft Dynamics GPMicrosoft ExcelMicrosoft OutlookJob control language JCLMicrosoft PowerPointMicrosoft ProjectMicrosoft SharePointMicrosoft WordGoogle AnalyticsGoogle DocsIBM Cognos ImpromptuIBM DominoIBM InfoSphere DataStageIBM NotesLexisNexisIBM Power Systems softwareMcAfeeMicrosoft ExchangeMicrosoft SQL ServerMicrosoft Visual BasicMicrosoft WindowsMicroStrategyMinitabNagiosNetSuite ERPOracle DatabaseOracle EloquaJavaScriptFileMaker ProGitHubLAMP StackMicrosoft Azure softwareMicrosoft TeamsMySQLNoSQLHypertext markup language HTMLMedical procedure coding softwareOperating system softwareHelp desk softwareMicrosoft DynamicsHewlett Packard HP-UXKornShellLinuxMicrosoft .NET FrameworkMicrosoft Visual FoxProMicrosoft Visual StudioMicrosoft Windows ServerMongoDBNode.jsObjective CMicrosoft Power BIIBM Rational ClearQuestHewlett Packard LoadRunnerMEDITECH softwareGitGoMicrosoft SQL Server Integration Services SSISNational Instruments LabVIEWMicrosoft PowerShellGoogle AngularJupyter NotebookMicrosoft Active Server Pages ASPHibernate ORMjQueryJUnitMicrosoft ActiveXMicrosoft ASP.NET Core MVCMicrosoft Team Foundation ServerFunctional testing softwareHyperSpaceIBM DB2IBM Rational ClearCaseIBM Rational PurifyPlusIBM Rational Rose XDEInformatica Corporation PowerCenterInstallShieldInteroperability testing softwareJLoad testing softwareMicrosoft Visual C# .NETMigration testing softwareMutation testing softwareOmni Group OmniGraffleOpenAI ChatGPTOracle Application ServerOracle Cloud softwareSAP softwareSalesforce softwareTableauOracle SolarisOracle TaleoPostgreSQLQlik Tech QlikViewRSAP Business ObjectsSAP Crystal ReportsSASSlackStataCorp StataTax softwareTeradata DatabaseThe MathWorks MATLABVeritas NetBackupYouTubeOracle JavaServer Pages JSPPythonRubyRuby on RailsSwiftOracle JavaOracle WebLogic ServerPHPPerlShell scriptRed Hat WildFlySpring FrameworkUNIXVMwareOracle Primavera Enterprise Project Portfolio ManagementSeleniumPerforce Helix softwareScalaUbuntuVerilogWiresharkTransact-SQLSkypeServiceNowOracle JDBCVirtual private networking VPN softwareSalesforce VisualforceOracle Master Data Management MDM SuiteOracle SQL DeveloperOrCAD CapturePersonal computer diagnostic softwarePopkin System ArchitectRapideRecovery testing softwareRegression testing softwareRemote control softwareSAP Adaptive Server EnterpriseSAP Master Data Management MDMSAP NetWeaverSAP NetWeaver BWSecurity testing softwareSmalltalkSnortSoftware distribution softwareSpectraQuestSpring BootStatic analysis softwareStress testing softwareSun Microsystems Sun ONESymantec pcAnywhereSystem and data disaster recovery softwareSystem testing softwareTest design softwareTest implementation softwareTime sharing option TSO softwareUNIX ShellUsability testing softwareVersion control softwareWebFOCUSWise Solutions Wise for Windows InstallerMicrosoft Visual Basic for Applications VBAOracle HyperionOracle JD Edwards EnterpriseOneBlackbaud The Raiser's EdgeBlackbaud The Raiser's EdgeAdobe PhotoshopADP Workforce NowApache HadoopApple macOSAtlassian ConfluenceBlackboard softwareCustomer information control system CICSCisco WebexAdobe IllustratorAmazon RedshiftApache HiveApache PigCCascading style sheets CSSApache CassandraAdobe FlexApache HTTP ServerApache MavenApache TomcatBackbone.jsC#C++Apache KafkaAmazon DynamoDBAnsible softwareBashChefApache GroovyBlinkAtlassian BambooAJAXApache AntApache SparkApache StrutsCisco Systems CiscoWorksCommon business oriented language COBOLAcmeStudioAdaAdobe ColdFusionAmazon Web Services AWS CloudFormationApplication management softwareAutomated installation softwareBusiness intelligence system softwareComponent object model COM softwareCrossTec NetOp Remote ControlAccess management softwareMicrosoft Office softwareMicrosoft OutlookMicrosoft ProjectMicrosoft PublisherMicrosoft SharePointDatabase softwareGoogle AnalyticsGoogle DocsIBM Cognos ImpromptuIBM DominoIBM InfoSphere DataStageIBM NotesMicrosoft AccessIBM Power Systems softwareJob control language JCLLexisNexisMcAfeeMicrosoft ExchangeMicrosoft SQL ServerMicrosoft Visual BasicMicrosoft WindowsMicroStrategyMinitabDelphi TechnologyDrupalJavaScriptElasticsearchFileMaker ProGitHubLAMP StackMicrosoft Azure softwareMicrosoft TeamsEclipse IDEHypertext markup language HTMLMedical procedure coding softwareEnterprise JavaBeansHelp desk softwareMicrosoft Dynamics GPIBM WebSphereKornShellLinuxMicrosoft .NET FrameworkMicrosoft Visual FoxProMicrosoft Visual StudioMicrosoft Windows ServerMicrosoft Power BIIBM Rational ClearQuestHewlett Packard LoadRunnerMEDITECH softwareEpic SystemsDjangoDockerGitGoFormula translation/translator FORTRANESRI ArcGIS softwareMicrosoft PowerShellGoogle AngularFlow chart softwareMicrosoft Active Server Pages ASPExt JSHibernate ORMjQueryJUnitMicrosoft ASP.NETMicrosoft Visual Basic.NETDefect tracking softwareDynamic analysis softwareEiffelElectronic design automation EDA softwareEmbarcadero JBuilderMicrosoft ASP.NET Core MVCHyperSpaceIBM DB2IBM Rational ClearCaseIBM Rational PurifyPlusIBM Rational Rose XDEInformatica Corporation PowerCenterInstallShieldInteroperability testing softwareJLoad testing softwareMicrosoft Visual C# .NETMigration testing softwareElement management softwareData conversion softwareSalesforce softwareTableauNagiosNortonLifeLock cybersecurity softwareOracle DatabaseOracle E-Business Suite FinancialsOracle EloquaOracle HyperionOracle JD Edwards EnterpriseOneOracle PeopleSoft FinancialsOracle SolarisOracle TaleoPostgreSQLPuppetQlik Tech QlikViewRSAP Business ObjectsSAP Crystal ReportsSASSlackStataCorp StataTax softwareTeradata DatabaseThe MathWorks MATLABVeritas NetBackupMySQLNoSQLOracle PL/SQLPythonRubyRuby on RailsSwiftMongoDBNode.jsSAP softwareObjective COracle JavaPerlShell scriptRed Hat WildFlySpring FrameworkUnified modeling language UMLUNIXPerforce Helix softwareReactScalaVerilogNational Instruments LabVIEWTransact-SQLSkypeSlido interaction softwareOracle JDBCMutation testing softwareOmni Group OmniGraffleOpenAI ChatGPTOracle Application ServerOracle SQL DeveloperOrCAD CapturePopkin System ArchitectRapideRecovery testing softwareRemote control softwareSAP NetWeaverSAP NetWeaver BWSecurity testing softwareSmalltalkSnortSoftware distribution softwareSpectraQuestSpring BootStatic analysis softwareStress testing softwareSun Microsystems Sun ONESymantec pcAnywhereSystem testing softwareTest design softwareTest implementation softwareTime sharing option TSO softwareUNIX ShellVersion control softwarePatch and update management softwareRed Hat OpenShiftSymantec Visual CafeOracle Business Intelligence SuiteOracle Java 2 Platform Enterprise Edition J2EESAP BusinessObjects Desktop IntelligenceRequirements management softwareUnit testing softwareVMwareWiresharkVirtual private networking VPN softwareWebFOCUSWise Solutions Wise for Windows InstallerVirus scanning softwareAdobe DreamweaverAtlassian JIRAAtlassian JIRAExtensible hypertext markup language XHTMLHuman resource management software HRMSOracle Business Intelligence Enterprise EditionSupervisory control and data acquisition SCADA softwareOperating system softwareMicrosoft Visual Basic Scripting Edition VBScriptMicrosoft Visual Basic Scripting Edition VBScriptExtensible markup language XMLOracle Fusion MiddlewareOracle Fusion MiddlewareRed Hat Enterprise LinuxRed Hat Enterprise LinuxFund accounting softwareHealthcare common procedure coding system HCPCSMicrosoft AccessOracle Primavera Enterprise Project Portfolio ManagementAmazon Elastic Compute Cloud EC2Geographic information system GIS softwareDassault Systemes CATIAJavaScript Object Notation JSONJavaScript Object Notation JSONMicrosoft SQL Server Reporting Services SSRSCost estimating softwareFlow chart softwareDynamic hypertext markup language DHTMLAdvanced business application programming ABAPRelational database management softwareMicrosoft PublisherOracle PeopleSoftRegression testing softwareSAP Adaptive Server EnterpriseSystem and data disaster recovery softwareApache Subversion SVNAmazon Simple Storage Service S3Integrated development environment IDE softwareVoice over internet protocol VoIP system softwareMicrosoft Internet Information Services (IIS)Computer aided design and drafting CADD softwareRelational database management softwareApache HadoopDelphi TechnologyGeographic information system GIS softwareAdobe AcrobatAdobe AcrobatIBM SPSS StatisticsMicrosoft VisioNetSuite ERPNortonLifeLock cybersecurity softwareOracle Business Intelligence Enterprise EditionOracle Fusion ApplicationsOracle Fusion ApplicationsPuppetQuest Erwin Data ModelerQuest Erwin Data ModelerSupervisory control and data acquisition SCADA softwareApache SolrApache SolrAdobe ActionScriptAdobe ActionScriptExtensible hypertext markup language XHTMLDynamic hypertext markup language DHTMLJupyter NotebookOracle PL/SQLAdvanced business application programming ABAPHewlett Packard HP-UXIBM WebSphereCommon business oriented language COBOLIntegrated development environment IDE softwareMicrosoft SQL Server Reporting Services SSRSOracle WebLogic ServerUnified modeling language UMLHealthcare common procedure coding system HCPCSSelenium3M Post-it AppApache GroovyDockerReactUbuntuFormula translation/translator FORTRANMicrosoft SQL Server Integration Services SSISWeb server softwareWeb server softwareCost estimating softwareComputer aided design and drafting CADD softwareServiceNowMicrosoft ActiveXMicrosoft ASP.NETSlido interaction softwareApache Subversion SVNMicrosoft Team Foundation ServerSalesforce VisualforceMicrosoft Visual Basic.NETActive directory softwareAccess management softwareAmazon Simple Storage Service S3Diagramming softwareFunctional testing softwareElement management softwareDistributed component object model DCOM softwareDistributed component object model DCOM softwareIntegration testing softwareData conversion softwareArchitecture description language ADLArchitecture description language ADLCompatibility testing softwareCompatibility testing softwareHierarchical simulation program with integrated circuit emphasis HSPICEHierarchical simulation program with integrated circuit emphasis HSPICEOracle Cloud softwareOracle Master Data Management MDM SuitePersonal computer diagnostic softwarePatch and update management softwareRed Hat OpenShiftIntegration testing softwareMicrosoft Internet Information Services (IIS)Oracle Business Intelligence SuiteOracle Java 2 Platform Enterprise Edition J2EENetwork intrusion prevention systems NIPSNetwork intrusion prevention systems NIPSSAP Master Data Management MDMUsability testing softwareVirus scanning softwareStac Software ReachOutStac Software ReachOutVoice over internet protocol VoIP system softwareSymantec Visual CafeSAP BusinessObjects Desktop IntelligenceRequirements management softwareUnit testing softwareSoftware asset management SAM softwareSoftware asset management SAM softwareStructure prediction softwareStructure prediction softwareSystems and application deployment and migration softwareSystems and application deployment and migration softwareFund accounting softwareMicrosoft DynamicsOracle PeopleSoftPHPCitrix cloud computing softwareCitrix cloud computing softwareStructured query language SQLStructured query language SQLMedical condition coding softwareMedical condition coding softwareMicrosoft VisioMicrosoft Visual Basic for Applications VBAOracle E-Business Suite FinancialsOracle PeopleSoft FinancialsSplunk EnterpriseSplunk EnterpriseYouTubeAmazon Web Services AWS softwareOracle JavaServer Pages JSPHuman resource management software HRMSExtensible markup language XMLMicrosoft ExcelMicrosoft Office softwareMicrosoft PowerPointMicrosoft WordIBM SPSS Statistics
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.
Project Management Specialists
Medium52.50%
Analyze and coordinate the schedule, timeline, procurement, staffing, and budget of a product or service on a per project basis. Lead and guide the work of technical staff. May serve as a point of contact for the client or customer.
Health Informatics Specialists
Medium49.02%
Apply knowledge of nursing and informatics to assist in the design, development, and ongoing modification of computerized health care systems. May educate staff and assist in problem solving to promote the implementation of the health care system.
Information Security Analysts
Medium53.69%
Plan, implement, upgrade, or monitor security measures for the protection of computer networks and information. Assess system vulnerabilities for security risks and propose and implement risk mitigation strategies. May ensure appropriate security controls are in place that will safeguard digital files and vital electronic infrastructure. May respond to computer security breaches and viruses.
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.
Computer Network Architects
Medium50.66%
Design and implement computer and information networks, such as local area networks (LAN), wide area networks (WAN), intranets, extranets, and other data communications networks. Perform network modeling, analysis, and planning, including analysis of capacity needs for network infrastructures. May also design network and computer security measures. May research and recommend network and data communications hardware and 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.
Software Quality Assurance Analysts and Testers
Medium51.71%
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.
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.
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.
Data Scientists
Medium59.38%
Develop and implement a set of techniques or analytics applications to transform raw data into meaningful information using data-oriented programming languages and visualization software. Apply data mining, data modeling, natural language processing, and machine learning to extract and analyze information from large structured and unstructured datasets. Visualize, interpret, and report data findings. May create dynamic data reports.
Business Intelligence Analysts
Medium52.10%
Produce financial and market intelligence by querying data repositories and generating periodic reports. Devise methods for identifying data patterns and trends in available information sources.
Security Managers
Medium48.21%
Direct an organization's security functions, including physical security and safety of employees and facilities.
Logistics Analysts
Medium64.20%
Analyze product delivery or supply chain processes to identify or recommend changes. May manage route activity including invoicing, electronic bills, and shipment tracing.
Management Analysts
Medium51.36%
Conduct organizational studies and evaluations, design systems and procedures, conduct work simplification and measurement studies, and prepare operations and procedures manuals to assist management in operating more efficiently and effectively. Includes program analysts and management consultants.
Search Marketing Strategists
Medium53.88%
Employ search marketing tactics to increase visibility and engagement with content, products, or services in Internet-enabled devices or interfaces. Examine search query behaviors on general or specialty search engines or other Internet-based content. Analyze research, data, or technology to understand user intent and measure outcomes for ongoing optimization.
Business Continuity Planners
Medium49.03%
Develop, maintain, or implement business continuity and disaster recovery strategies and solutions, including risk assessments, business impact analyses, strategy selection, and documentation of business continuity and disaster recovery procedures. Plan, conduct, and debrief regular mock-disaster exercises to test the adequacy of existing plans and strategies, updating procedures and plans regularly. Act as a coordinator for continuity efforts after a disruption event.
Security Management Specialists
Medium47.83%
Conduct security assessments for organizations, and design security systems and processes. May specialize in areas such as physical security or the safety of employees and facilities.
Financial Quantitative Analysts
Medium51.50%
Develop quantitative techniques to inform securities investing, equities investing, pricing, or valuation of financial instruments. Develop mathematical or statistical models for risk management, asset optimization, pricing, or relative value analysis.
Computer and Information Research Scientists
Medium45.73%
Conduct research into fundamental computer and information science as theorists, designers, or inventors. Develop solutions to problems in the field of computer hardware and software.
Telecommunications Engineering Specialists
Medium56.77%
Design or configure wired, wireless, and satellite communications systems for voice, video, and data services. Supervise installation, service, and maintenance.
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.
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.
Web Administrators
Medium53.44%
Manage web environment design, deployment, development and maintenance activities. Perform testing and quality assurance of web sites and web applications.
Geographic Information Systems Technologists and Technicians
Medium51.81%
Assist scientists or related professionals in building, maintaining, modifying, or using geographic information systems (GIS) databases. May also perform some custom application development or provide user support.
Document Management Specialists
Medium56.74%
Implement and administer enterprise-wide document management systems and related procedures that allow organizations to capture, store, retrieve, share, and destroy electronic records and documents.
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.
Digital Forensics Analysts
Medium56.25%
Conduct investigations on computer-based crimes establishing documentary or physical evidence, such as digital media and logs associated with cyber intrusion incidents. Analyze digital evidence and investigate computer security incidents to derive information in support of system and network vulnerability mitigation. Preserve and present computer-related evidence in support of criminal, fraud, counterintelligence, or law enforcement investigations.
Information Technology Project Managers
Medium49.19%
Plan, initiate, and manage information technology (IT) projects. Lead and guide the work of technical staff. Serve as liaison between business and technical aspects of projects. Plan project stages and assess business implications for each stage. Monitor progress to assure deadlines, standards, and cost targets are met.
Clinical Data Managers
Medium57.40%
Apply knowledge of health care and database management to analyze clinical data, and to identify and report trends.
Bioinformatics Technicians
Medium54.40%
Apply principles and methods of bioinformatics to assist scientists in areas such as pharmaceuticals, medical technology, biotechnology, computational biology, proteomics, computer information science, biology and medical informatics. Apply bioinformatics tools to visualize, analyze, manipulate or interpret molecular data. May build and maintain databases for processing and analyzing genomic or other biological information.
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.
Computer Science Teachers, Postsecondary
Medium44.43%
Teach courses in computer science. May specialize in a field of computer science, such as the design and function of computers or operations and research analysis. Includes both teachers primarily engaged in teaching and those who do a combination of teaching and research.
Media Technical Directors/Managers
Medium50.75%
Coordinate activities of technical departments, such as taping, editing, engineering, and maintenance, to produce radio or television programs.
Technical Writers
Medium54.19%
Write technical materials, such as equipment manuals, appendices, or operating and maintenance instructions. May assist in layout work.
Health Information Technologists and Medical Registrars
Medium57.81%
Apply knowledge of healthcare and information systems to assist in the design, development, and continued modification and analysis of computerized healthcare systems. Abstract, collect, and analyze treatment and followup information of patients. May educate staff and assist in problem solving to promote the implementation of the healthcare information system. May design, develop, test, and implement databases with complete history, diagnosis, treatment, and health status to help monitor diseases.
Sales Engineers
Medium44.20%
Sell business goods or services, the selling of which requires a technical background equivalent to a baccalaureate degree in engineering.
Desktop Publishers
Medium65.37%
Format typescript and graphic elements using computer software to produce publication-ready material.
Statistical Assistants
High75.61%
Compile and compute data according to statistical formulas for use in statistical studies. May perform actuarial computations and compile charts and graphs for use by actuaries. Includes actuarial clerks.