Learning Roadmap
Data Analytics
6
Phases
20+
Topics
Zero → Analyst
Journey
Beginner
Excel & Data Organization
Start with the world's most powerful analysis tool and learn how to organize and analyze your data with confidence
- Spreadsheets from scratch
- Core functions (SUM, IF, VLOOKUP)
- Pivot Tables & summaries
- First charts & graphs
Beginner → Intermediate
SQL & Data Extraction
Learn how to query databases and get exactly the data you need
- SELECT, WHERE, ORDER BY
- JOINs and table relationships
- GROUP BY and aggregation
- Advanced Subqueries
Intermediate
Python for Analysis
Use Python to analyze larger datasets and perform deeper analysis automatically
- Pandas basics
- NumPy and numerical operations
- Data Cleaning techniques
- Matplotlib & Seaborn charts
Intermediate
Data Visualization
Transform your numbers into a clear visual story you can communicate to anyone
- Power BI from scratch
- Interactive dashboards
- Tableau basics
- Choosing the right chart type
Intermediate → Advanced
Statistics & Advanced Analysis
Understand deeper and learn how to make scientifically sound judgments about data
- Descriptive & inferential statistics
- Correlation & regression
- A/B Testing
- Trend forecasting
Advanced
Real Projects & Presenting Results
Apply what you learned on real data and master presenting your findings professionally
- Build a complete Dashboard
- Analyze real Kaggle datasets
- Writing analysis reports
- Presenting to stakeholders