The analyst ecosystem / Tools ↗ / Templates ↗
Data AnalystCAREER
The learning shelf

Learn with a destination in mind.

Use these official resources alongside a roadmap task or a portfolio question. Build something small after each topic so the learning sticks.

Microsoft Learn

Query and modify data with Transact-SQL

A structured introduction to SQL Server queries, joins, grouping, and subqueries. Apply it to the retail project.

Visit resource ↗
Microsoft Learn

Power BI learning paths

Official learning paths for preparing, modeling, and visualizing data in Power BI. Use a project to practice the full workflow.

Visit resource ↗
Microsoft Credentials

Power BI Data Analyst Associate

Review the current PL-300 certification requirements and study guide if Power BI is relevant to your target roles. Verify current exam details with Microsoft before booking.

Visit resource ↗
UCI Machine Learning Repository

Online Retail dataset

Ready for a larger external dataset? Investigate retail transactions, document the data’s meaning, and follow the source’s citation and license terms.

Visit resource ↗

Links checked September 12, 2026. External providers set their own pricing, access, and certification policies. We are not affiliated with Microsoft or UCI.

Should you get a certification?

Start with the roles you want. Check whether those employers ask for a particular credential, then compare its study scope with the work you need to demonstrate.

A certification can add structure to your learning. Pair it with a project you can explain, including how you tested the results.

Find a project to pair with your learning →

Choose a small learning loop.

  1. Pick one concept: joins, filter context, or a metric definition.
  2. Learn it from the official source.
  3. Apply it to a dataset and verify the result.
  4. Explain one mistake you caught and how you corrected it.