# Tools & technology — software analyst

Source: O*NET 30.3 'Software Skills' for 15-1211.00.

| Software | Category | Hot technology |
|---|---|---|
| IBM SPSS Statistics | Analytical or scientific software | yes |
| SAS | Analytical or scientific software | yes |
| The MathWorks MATLAB | Analytical or scientific software | yes |
| Docker | Application server software | yes |
| GitHub | Application server software | yes |
| Red Hat OpenShift | Application server software | yes |
| Spring Boot | Application server software | yes |
| Apache Spark | Business intelligence and data analysis software | yes |
| Microsoft Power BI | Business intelligence and data analysis software | yes |
| Tableau | Business intelligence and data analysis software | yes |
| Slack | Cloud-based data access and sharing software | yes |
| Amazon Web Services AWS CloudFormation | Cloud-based management software | yes |
| Oracle Cloud software | Cloud-based management software | yes |
| Splunk Enterprise | Cloud-based management software | yes |
| Chef | Configuration management software | yes |
| Puppet | Configuration management software | yes |
| Atlassian JIRA | Content workflow software | yes |
| Salesforce software | Customer relationship management CRM software | yes |
| Amazon DynamoDB | Data base management system software | yes |
| Apache Cassandra | Data base management system software | yes |
| Apache Hadoop | Data base management system software | yes |
| Apache Hive | Data base management system software | yes |
| Elasticsearch | Data base management system software | yes |
| MongoDB | Data base management system software | yes |
| MySQL | Data base management system software | yes |
| NoSQL | Data base management system software | yes |
| Oracle Database | Data base management system software | yes |
| Oracle PL/SQL | Data base management system software | yes |
| Teradata Database | Data base management system software | yes |
| Microsoft SQL Server Reporting Services SSRS | Data base reporting software | yes |
| Amazon Elastic Compute Cloud EC2 | Data base user interface and query software | yes |
| Amazon Redshift | Data base user interface and query software | yes |
| Amazon Web Services AWS software | Data base user interface and query software | yes |
| IBM DB2 | Data base user interface and query software | yes |
| Microsoft Access | Data base user interface and query software | yes |
| Microsoft SQL Server | Data base user interface and query software | yes |
| ServiceNow | Data base user interface and query software | yes |
| Structured query language SQL | Data base user interface and query software | yes |
| Transact-SQL | Data base user interface and query software | yes |
| Google Analytics | Data mining software | yes |
| Apache Kafka | Development environment software | yes |
| Apache Maven | Development environment software | yes |
| C | Development environment software | yes |
| Eclipse IDE | Development environment software | yes |
| Go | Development environment software | yes |
| Microsoft .NET Framework | Development environment software | yes |
| Microsoft Azure software | Development environment software | yes |
| Microsoft PowerShell | Development environment software | yes |
| Microsoft Visual Basic | Development environment software | yes |
| Microsoft Visual Basic for Applications VBA | Development environment software | yes |
| Microsoft Visual Studio | Development environment software | yes |
| Oracle Java 2 Platform Enterprise Edition J2EE | Development environment software | yes |
| Oracle SQL Developer | Development environment software | yes |
| Ruby | Development environment software | yes |
| Adobe Acrobat | Document management software | yes |
| Microsoft SharePoint | Document management software | yes |
| Microsoft Outlook | Electronic mail software | yes |
| Extensible markup language XML | Enterprise application integration software | yes |
| Microsoft SQL Server Integration Services SSIS | Enterprise application integration software | yes |
| Oracle PeopleSoft | Enterprise resource planning ERP software | yes |
| SAP ERP | Enterprise resource planning ERP software | yes |
| SAP software | Enterprise resource planning ERP software | yes |
| Ansible software | Expert system software | yes |
| Apache Subversion SVN | File versioning software | yes |
| Git | File versioning software | yes |
| ESRI ArcGIS software | Geographic information system | yes |
| Adobe Illustrator | Graphics or photo imaging software | yes |
| Adobe Photoshop | Graphics or photo imaging software | yes |
| Epic Systems | Medical software | yes |
| MEDITECH software | Medical software | yes |
| C# | Object or component oriented development software | yes |
| C++ | Object or component oriented development software | yes |
| jQuery | Object or component oriented development software | yes |
| Oracle Java | Object or component oriented development software | yes |
| Perl | Object or component oriented development software | yes |
| Python | Object or component oriented development software | yes |
| R | Object or component oriented development software | yes |
| Scala | Object or component oriented development software | yes |
| Swift | Object or component oriented development software | yes |
| Hibernate ORM | Object oriented data base management software | yes |
| PostgreSQL | Object oriented data base management software | yes |
| Microsoft Office software | Office suite software | yes |
| Apple macOS | Operating system software | yes |
| Bash | Operating system software | yes |
| Linux | Operating system software | yes |
| Microsoft Windows | Operating system software | yes |
| Microsoft Windows Server | Operating system software | yes |
| Red Hat Enterprise Linux | Operating system software | yes |
| Shell script | Operating system software | yes |
| UNIX | Operating system software | yes |
| UNIX Shell | Operating system software | yes |
| Microsoft PowerPoint | Presentation software | yes |
| Microsoft Visio | Process mapping and design software | yes |
| JUnit | Program testing software | yes |
| Selenium | Program testing software | yes |
| Atlassian Confluence | Project management software | yes |
| Microsoft Project | Project management software | yes |
| Microsoft Team Foundation Server | Project management software | yes |
| Microsoft Teams | Project management software | yes |
| Oracle Primavera Enterprise Project Portfolio Management | Project management software | yes |
| Marketo Marketing Automation | Sales and marketing software | yes |
| Microsoft Excel | Spreadsheet software | yes |
| Cisco Webex | Video conferencing software | yes |
| AJAX | Web platform development software | yes |
| Apache Tomcat | Web platform development software | yes |
| Cascading style sheets CSS | Web platform development software | yes |
| Django | Web platform development software | yes |
| Google Angular | Web platform development software | yes |
| Hypertext markup language HTML | Web platform development software | yes |
| JavaScript | Web platform development software | yes |
| JavaScript Object Notation JSON | Web platform development software | yes |
| Microsoft Active Server Pages ASP | Web platform development software | yes |
| Microsoft ASP.NET | Web platform development software | yes |
| Node.js | Web platform development software | yes |
| PHP | Web platform development software | yes |
| React | Web platform development software | yes |
| Spring Framework | Web platform development software | yes |
| Google Docs | Word processing software | yes |
| Microsoft Word | Word processing software | yes |
| Access management software | Access software |  |
| Citrix cloud computing software | Access software |  |
| Fund accounting software | Accounting software |  |
| Tax software | Accounting software |  |
| Cisco Systems CiscoWorks | Administration software |  |
| Element management software | Administration software |  |
| Hierarchical simulation program with integrated circuit emphasis HSPICE | Analytical or scientific software |  |
| Minitab | Analytical or scientific software |  |
| StataCorp Stata | Analytical or scientific software |  |
| Structure prediction software | Analytical or scientific software |  |
| Oracle Application Server | Application server software |  |
| Oracle WebLogic Server | Application server software |  |
| Red Hat WildFly | Application server software |  |
| System and data disaster recovery software | Backup or archival software |  |
| Veritas NetBackup | Backup or archival software |  |
| Business intelligence system software | Business intelligence and data analysis software |  |
| IBM Cognos Impromptu | Business intelligence and data analysis software |  |
| MicroStrategy | Business intelligence and data analysis software |  |
| Oracle Business Intelligence Enterprise Edition | Business intelligence and data analysis software |  |
| Qlik Tech QlikView | Business intelligence and data analysis software |  |
| IBM WebSphere | Cloud-based management software |  |
| VMware | Clustering software |  |
| IBM Domino | Communications server software |  |
| Time sharing option TSO software | Compiler and decompiler software |  |
| Computer aided design and drafting CADD software | Computer aided design CAD software |  |
| Dassault Systemes CATIA | Computer aided design CAD software |  |
| Electronic design automation EDA software | Computer aided design CAD software |  |
| OrCAD Capture | Computer aided design CAD software |  |
| SpectraQuest | Computer aided design CAD software |  |
| Application management software | Configuration management software |  |
| Automated installation software | Configuration management software |  |
| HyperSpace | Configuration management software |  |
| IBM Rational ClearCase | Configuration management software |  |
| InstallShield | Configuration management software |  |
| Patch and update management software | Configuration management software |  |
| Perforce Helix software | Configuration management software |  |
| Software distribution software | Configuration management software |  |
| Systems and application deployment and migration software | Configuration management software |  |
| Wise Solutions Wise for Windows Installer | Configuration management software |  |
| Blackbaud The Raiser's Edge | Customer relationship management CRM software |  |
| Oracle Eloqua | Customer relationship management CRM software |  |
| Apache Pig | Data base management system software |  |
| Apache Solr | Data base management system software |  |
| Relational database management software | Data base management system software |  |
| SAP Adaptive Server Enterprise | Data base management system software |  |
| Oracle Business Intelligence Suite | Data base reporting software |  |
| SAP Crystal Reports | Data base reporting software |  |
| Blackboard software | Data base user interface and query software |  |
| Database software | Data base user interface and query software |  |
| FileMaker Pro | Data base user interface and query software |  |
| Oracle JDBC | Data base user interface and query software |  |
| SAP BusinessObjects Desktop Intelligence | Data base user interface and query software |  |
| Software asset management SAM software | Data base user interface and query software |  |
| CrossTec NetOp Remote Control | Desktop communications software |  |
| Remote control software | Desktop communications software |  |
| Skype | Desktop communications software |  |
| Stac Software ReachOut | Desktop communications software |  |
| Symantec pcAnywhere | Desktop communications software |  |
| Microsoft Publisher | Desktop publishing software |  |
| Ada | Development environment software |  |
| Adobe ActionScript | Development environment software |  |
| Apache Ant | Development environment software |  |
| Common business oriented language COBOL | Development environment software |  |
| Embarcadero JBuilder | Development environment software |  |
| Formula translation/translator FORTRAN | Development environment software |  |
| IBM Rational ClearQuest | Development environment software |  |
| IBM Rational Rose XDE | Development environment software |  |
| Integrated development environment IDE software | Development environment software |  |
| J | Development environment software |  |
| Microsoft Visual Basic Scripting Edition VBScript | Development environment software |  |
| National Instruments LabVIEW | Development environment software |  |
| OpenAI ChatGPT | Development environment software |  |
| Symantec Visual Cafe | Development environment software |  |
| Verilog | Development environment software |  |
| IBM Notes | Electronic mail software |  |
| Microsoft Exchange | Electronic mail software |  |
| Atlassian Bamboo | Enterprise application integration software |  |
| IBM InfoSphere DataStage | Enterprise application integration software |  |
| Oracle Fusion Middleware | Enterprise application integration software |  |
| SAP NetWeaver | Enterprise application integration software |  |
| SAP NetWeaver BW | Enterprise application integration software |  |
| WebFOCUS | Enterprise application integration software |  |
| Microsoft Dynamics | Enterprise resource planning ERP software |  |
| Microsoft Dynamics GP | Enterprise resource planning ERP software |  |
| NetSuite ERP | Enterprise resource planning ERP software |  |
| Oracle Fusion Applications | Enterprise resource planning ERP software |  |
| Oracle Hyperion | Enterprise resource planning ERP software |  |
| Oracle JD Edwards EnterpriseOne | Enterprise resource planning ERP software |  |
| Oracle PeopleSoft Financials | Enterprise resource planning ERP software |  |
| SAP Business Objects | Enterprise resource planning ERP software |  |
| IBM Power Systems software | Enterprise system management software |  |
| Version control software | File versioning software |  |
| Cost estimating software | Financial analysis software |  |
| Delphi Technology | Financial analysis software |  |
| Oracle E-Business Suite Financials | Financial analysis software |  |
| Geographic information system GIS software | Geographic information system |  |
| Salesforce Visualforce | Graphical user interface development software |  |
| Help desk software | Helpdesk or call center software |  |
| ADP Workforce Now | Human resources software |  |
| Human resource management software HRMS | Human resources software |  |
| Oracle Taleo | Human resources software |  |
| Supervisory control and data acquisition SCADA software | Industrial control software |  |
| LexisNexis | Information retrieval or search software |  |
| Blink | Instant messaging software |  |
| Active directory software | Internet directory services software |  |
| Voice over internet protocol VoIP system software | Internet protocol IP multimedia subsystem software |  |
| Healthcare common procedure coding system HCPCS | Medical software |  |
| Medical condition coding software | Medical software |  |
| Medical procedure coding software | Medical software |  |
| Informatica Corporation PowerCenter | Metadata management software |  |
| Oracle Master Data Management MDM Suite | Metadata management software |  |
| Quest Erwin Data Modeler | Metadata management software |  |
| SAP Master Data Management MDM | Metadata management software |  |
| Slido interaction software | Network conferencing software |  |
| Nagios | Network monitoring software |  |
| Network intrusion prevention systems NIPS | Network monitoring software |  |
| Snort | Network monitoring software |  |
| Wireshark | Network monitoring software |  |
| Virtual private networking VPN software | Network security or virtual private network VPN management software |  |
| Advanced business application programming ABAP | Object or component oriented development software |  |
| Apache Groovy | Object or component oriented development software |  |
| Component object model COM software | Object or component oriented development software |  |
| Distributed component object model DCOM software | Object or component oriented development software |  |
| Eiffel | Object or component oriented development software |  |
| Jupyter Notebook | Object or component oriented development software |  |
| Microsoft ActiveX | Object or component oriented development software |  |
| Microsoft Visual Basic.NET | Object or component oriented development software |  |
| Microsoft Visual C# .NET | Object or component oriented development software |  |
| Objective C | Object or component oriented development software |  |
| Rapide | Object or component oriented development software |  |
| Smalltalk | Object or component oriented development software |  |
| Microsoft Visual FoxPro | Object oriented data base management software |  |
| Hewlett Packard HP-UX | Operating system software |  |
| Job control language JCL | Operating system software |  |
| KornShell | Operating system software |  |
| Oracle Solaris | Operating system software |  |
| Ubuntu | Operating system software |  |
| Diagramming software | Pattern design software |  |
| Omni Group OmniGraffle | Pattern design software |  |
| Apache HTTP Server | Portal server software |  |
| Flow chart software | Process mapping and design software |  |
| Compatibility testing software | Program testing software |  |
| Defect tracking software | Program testing software |  |
| Dynamic analysis software | Program testing software |  |
| Functional testing software | Program testing software |  |
| Hewlett Packard LoadRunner | Program testing software |  |
| IBM Rational PurifyPlus | Program testing software |  |
| Integration testing software | Program testing software |  |
| Interoperability testing software | Program testing software |  |
| Load testing software | Program testing software |  |
| Migration testing software | Program testing software |  |
| Mutation testing software | Program testing software |  |
| Personal computer diagnostic software | Program testing software |  |
| Recovery testing software | Program testing software |  |
| Regression testing software | Program testing software |  |
| Security testing software | Program testing software |  |
| Static analysis software | Program testing software |  |
| Stress testing software | Program testing software |  |
| System testing software | Program testing software |  |
| Test design software | Program testing software |  |
| Test implementation software | Program testing software |  |
| Unit testing software | Program testing software |  |
| Usability testing software | Program testing software |  |
| AcmeStudio | Requirements analysis and system architecture software |  |
| Architecture description language ADL | Requirements analysis and system architecture software |  |
| Popkin System Architect | Requirements analysis and system architecture software |  |
| Requirements management software | Requirements analysis and system architecture software |  |
| Unified modeling language UML | Requirements analysis and system architecture software |  |
| Amazon Simple Storage Service S3 | Storage networking software |  |
| McAfee | Transaction security and virus protection software |  |
| NortonLifeLock cybersecurity software | Transaction security and virus protection software |  |
| Virus scanning software | Transaction security and virus protection software |  |
| Customer information control system CICS | Transaction server software |  |
| Microsoft Internet Information Services (IIS) | Transaction server software |  |
| Sun Microsystems Sun ONE | Transaction server software |  |
| Web server software | Transaction server software |  |
| YouTube | Video creation and editing software |  |
| Adobe Dreamweaver | Web page creation and editing software |  |
| Adobe ColdFusion | Web platform development software |  |
| Adobe Flex | Web platform development software |  |
| Apache Struts | Web platform development software |  |
| Backbone.js | Web platform development software |  |
| Drupal | Web platform development software |  |
| Dynamic hypertext markup language DHTML | Web platform development software |  |
| Enterprise JavaBeans | Web platform development software |  |
| Ext JS | Web platform development software |  |
| Extensible hypertext markup language XHTML | Web platform development software |  |
| LAMP Stack | Web platform development software |  |
| Microsoft ASP.NET Core MVC | Web platform development software |  |
| Oracle JavaServer Pages JSP | Web platform development software |  |
| Ruby on Rails | Web platform development software |  |
| 3M Post-it App | Word processing software |  |