5.8 KiB
5.8 KiB
Tools & technology — data analyst
Source: O*NET 30.3 'Software Skills' for 15-2051.00.
| 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 |
| Kubernetes | Application server software | yes |
| Alteryx software | Business intelligence and data analysis software | yes |
| Apache Spark | Business intelligence and data analysis software | yes |
| Google Looker Analytics | 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 |
| Atlassian JIRA | Content workflow 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 |
| NoSQL | 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 |
| Microsoft Access | Data base user interface and query software | yes |
| Microsoft SQL Server | 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 |
| Snowflake | Data mining software | yes |
| Apache Kafka | Development environment software | yes |
| C | Development environment software | yes |
| Go | Development environment software | yes |
| Microsoft Azure software | Development environment software | yes |
| Ruby | Development environment software | yes |
| Jenkins CI | Enterprise application integration software | yes |
| Splunk Enterprise | Enterprise system management software | yes |
| Git | File versioning 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 |
| Microsoft PowerPoint | Presentation software | yes |
| Apache Airflow | Procedure management software | yes |
| Atlassian Confluence | Project management software | yes |
| Microsoft Excel | Spreadsheet software | yes |
| JavaScript | Web platform development software | yes |
| JavaScript Object Notation JSON | Web platform development software | yes |
| Kubeflow | Analytical or scientific software | |
| Mathematical software | Analytical or scientific software | |
| Mlflow | Analytical or scientific software | |
| StataCorp Stata | Analytical or scientific software | |
| Statistical software | Analytical or scientific software | |
| Business intelligence software | Business intelligence and data analysis software | |
| MapReduce big data software | Business intelligence and data analysis software | |
| Qlik Tech QlikView | Business intelligence and data analysis software | |
| Amazon Web Services AWS SageMaker | Cloud-based management software | |
| Google Cloud software | Cloud-based management software | |
| Apache Pig | Data base management system software | |
| Reporting software | Data base reporting software | |
| BigQuery | Data base user interface and query software | |
| Neo4j | Data base user interface and query software | |
| NumPy | Data base user interface and query software | |
| pandas | Data base user interface and query software | |
| PySpark | Data base user interface and query software | |
| Flask | Development environment software | |
| Julia | Development environment software | |
| OpenAI ChatGPT | Development environment software | |
| Scikit-learn | Development environment software | |
| XGBoost | Development environment software | |
| Management information systems MIS | Enterprise resource planning ERP software | |
| Geographic information system GIS systems | Geographic information system | |
| Apache MXNet | Industrial control software | |
| Jupyter software | Object or component oriented development software | |
| SciPy | Object or component oriented development software | |
| Shiny | Object or component oriented development software | |
| spaCy | Object or component oriented development software | |
| Keras | Operating system software | |
| Amazon Simple Storage Service S3 | Storage networking software | |
| RESTful API | Web platform development software |
Market evidence (job-ad analysis, 22 ads, as of 2026-07-11)
Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
Tools
- Python — 41 %
- Tableau — 27 %
- Microsoft Excel — 23 %
- Power BI — 23 %
- SQL — 18 %