Structured Learning Paths
Choose Your Journey
From raw data to real-world systems. Select a track and start building.
"Become a data storyteller. Master Excel, SQL, and Power BI to transform raw numbers into strategic business insights."
Foundation
Statistical Thinking
Learn to look beyond the numbers. Understand variance, correlation, and significance.
Curriculum
Sign in to track- Sampling & Bias
- Correlation vs. Causation
- Confidence Intervals
- Significance Testing in Business
- Data Ethics & Privacy
- Business Problem Framing
Track Projects
- Survey Data Analysis
- Confidence Interval Tracker
- Ethics Case Study
Beginner
Excel for Analytics
Master the ultimate data tool. Go from basic spreadsheets to advanced automated reports.
Curriculum
Sign in to track- Advanced Formulas & Logic
- Pivot Tables & Power Query
- Data Cleaning & Transformation
- Lookup Functions (VLOOKUP, XLOOKUP)
- Data Storytelling Basics
- Tableau Fundamentals
Track Projects
- Sales Performance Report
- Budget Tracker
- Marketing Funnel Analysis
Intermediate
SQL & Database Mastery
Learn to communicate with databases. Extract, filter, and aggregate data like a pro.
Curriculum
Sign in to track- SQL Syntax & Filtering
- Complex Joins (Inner, Left, Right)
- Subqueries & CTEs
- Window Functions & Aggregates
- Python for Data Analysts
- A/B Testing Foundations
Track Projects
- Customer Churn Analysis
- E-commerce DB Audit
- Retention Rate Study
Advanced
Power BI & Visualization
Build interactive dashboards that drive decision-making and business growth.
Curriculum
Sign in to track- DAX (Data Analysis Expressions)
- Data Modeling & Relationships
- Dashboard UX/UI Design
- Stakeholder Storytelling
- Predictive Analytics in BI
- Financial Modeling Basics
Track Projects
- Executive Sales Dashboard
- Supply Chain Monitor
- Revenue Forecast Model
Optional Boost
Python for Data Analytics
Automate analysis, clean data, and uncover deeper insights using Python.
Curriculum
Sign in to track- Python Basics for Analysts
- Pandas & Data Cleaning
- Exploratory Data Analysis
- Data Visualization
- Working with CSV & Excel Files
- Automation for Analysts
Track Projects
- Sales Performance Analysis
- Customer Segmentation Study
- Retail Data Insights Dashboard