11 KiB
11 KiB
Tools & technology — computer scientist
Source: O*NET 30.3 'Software Skills' for 15-1221.00.
| Software | Category | Hot technology |
|---|---|---|
| IBM SPSS Statistics | Analytical or scientific software | yes |
| SAS | Analytical or scientific software | yes |
| TensorFlow | Analytical or scientific software | yes |
| The MathWorks MATLAB | Analytical or scientific software | yes |
| Docker | Application server software | yes |
| GitHub | Application server software | yes |
| GitLab | Application server software | yes |
| Kubernetes | 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 |
| Amazon Web Services AWS CloudFormation | Cloud-based management software | yes |
| Splunk Enterprise | Cloud-based management software | yes |
| Chef | Configuration management software | yes |
| IBM Terraform | Configuration management software | yes |
| Puppet | Configuration management 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 |
| 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 |
| Redis | Data base management system software | yes |
| Teradata Database | Data base management system 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 |
| Apache Hive | Data base user interface and query software | yes |
| Microsoft SQL Server | Data base user interface and query software | yes |
| Prometheus | Data base user interface and query software | yes |
| PyTorch | 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 |
| Snowflake | Data mining software | yes |
| Apache Kafka | Development environment software | yes |
| C | Development environment software | yes |
| Eclipse IDE | Development environment software | yes |
| Go | Development environment software | yes |
| Microsoft Azure software | 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 |
| Ruby | Development environment software | yes |
| Extensible markup language XML | Enterprise application integration software | yes |
| Jenkins CI | Enterprise application integration 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 |
| Grafana Labs Grafana Cloud | Graphical user interface development software | yes |
| C# | Object or component oriented development software | yes |
| C++ | 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 |
| PostgreSQL | Object oriented data base management software | yes |
| Microsoft Office software | Office suite software | yes |
| Bash | Operating system software | yes |
| 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 |
| Apache Airflow | Procedure management software | yes |
| Microsoft Project | Project management software | yes |
| Microsoft Excel | Spreadsheet software | yes |
| Django | Web platform development software | yes |
| JavaScript | Web platform development software | yes |
| Node.js | Web platform development software | yes |
| PHP | Web platform development software | yes |
| Advanced numerical software | Analytical or scientific software | |
| Algorithmic software | Analytical or scientific software | |
| Augmint | Analytical or scientific software | |
| Bidirectional encoder representations from transformers (BERT) | Analytical or scientific software | |
| Computational statistics software | Analytical or scientific software | |
| Data visualization software | Analytical or scientific software | |
| Intel Math Kernel Library | Analytical or scientific software | |
| Mathematical software | Analytical or scientific software | |
| Minitab | Analytical or scientific software | |
| Multisensory data representation software | Analytical or scientific software | |
| Optimization software | Analytical or scientific software | |
| Polhemus Fasttrack System | Analytical or scientific software | |
| Rice Simulator for ILP Multiprocessors RSIM | Analytical or scientific software | |
| Simulation software | Analytical or scientific software | |
| StataCorp Stata | Analytical or scientific 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 | |
| Amazon Web Services AWS SageMaker | Cloud-based management software | |
| Clustermatic | Clustering software | |
| Parallel systems software | Clustering software | |
| IBM Domino | Communications server software | |
| Greenhills Ada compilers | Compiler and decompiler software | |
| Low-level virtual machine LLVM compilers | Compiler and decompiler software | |
| Polaris parallelizing compilers | Compiler and decompiler software | |
| Computer aided design and drafting CADD software | Computer aided design CAD software | |
| PTC Creo Parametric | Computer aided design CAD software | |
| IBM Rational Apex | Configuration management software | |
| Perforce Software Configuration Management System | Configuration management software | |
| Apache Flume | Data base management system software | |
| Apache Pig | Data base management system software | |
| Apache Solr | Data base management system software | |
| Relational database management software | Data base management system software | |
| Relational database management system software | Data base management system software | |
| Vector database software | Data base management system software | |
| pandas | Data base user interface and query software | |
| Ada | Development environment software | |
| Automated document generation software | Development environment software | |
| CMake | Development environment software | |
| Doxygen | Development environment software | |
| Embarcadero JBuilder | Development environment software | |
| Formula translation/translator FORTRAN | Development environment software | |
| High-performance software libraries | Development environment software | |
| Hugging Face | Development environment software | |
| IBM Rational Rose XDE | Development environment software | |
| Integrated development environment IDE software | Development environment software | |
| Intel Integrated Performance Primitives | Development environment software | |
| List processing language LISP | Development environment software | |
| Microsoft Visual Basic Scripting Edition VBScript | Development environment software | |
| Microsoft Visual Studio.NET | Development environment software | |
| National Instruments LabVIEW | Development environment software | |
| OpenAI ChatGPT | Development environment software | |
| Prolog | Development environment software | |
| Scikit-learn | Development environment software | |
| Software libraries | Development environment software | |
| Source code management SCM software | Development environment software | |
| Verilog | Development environment software | |
| IBM InfoSphere DataStage | Enterprise application integration software | |
| Microsoft Dynamics | Enterprise resource planning ERP software | |
| SAP Business Objects | Enterprise resource planning ERP software | |
| Geographic information system GIS software | Geographic information system | |
| Waikato Environment for Knowledge Analysis Weka | Graphical user interface development software | |
| 3D graphics software | Graphics or photo imaging software | |
| Graphics pipelines | Graphics or photo imaging software | |
| Open Graphics Library OpenGL | Graphics or photo imaging software | |
| Chatbot software | Industrial control software | |
| Quest Erwin Data Modeler | Metadata management software | |
| Charm++ | Object or component oriented development software | |
| Eiffel | Object or component oriented development software | |
| Jupyter Notebook | Object or component oriented development software | |
| LangChain | 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 | |
| Object oriented development environment software | Object or component oriented development software | |
| Business software applications | Office suite software | |
| Microsoft Windows XP | Operating system software | |
| Oracle Solaris | Operating system software | |
| Ubuntu | Operating system software | |
| VME PowerPC VxWorks | Operating system software | |
| Apache HTTP Server | Portal server software | |
| System testing software | Program testing software | |
| Unified modeling language UML | Requirements analysis and system architecture software | |
| Google Ads | Sales and marketing software | |
| Video editing software | Video creation and editing software | |
| Plug-in file software | Web page creation and editing software | |
| Extensible stylesheet language transformations XSLT | Web platform development software |
Market evidence (job-ad analysis, 40 ads, as of 2026-07-10)
Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
Tools
- Python — 28 %