How Do Beginners Practice Data Analysis Without Company Data?

When people start learning data analytics, one common problem is they don’t have access to real company datasets.

I recently researched several practical ways beginners can still practice real data skills like SQL, Excel, and dashboards.

Some useful approaches include:

• Using public datasets from Kaggle or government portals

• Creating sample business datasets for practice

• Participating in Kaggle competitions

• Recreating dashboards from sample datasets

These methods help simulate real work scenarios and build a strong portfolio.

I also wrote a detailed guide explaining practical ways to practice data skills even without real company data.