
Most aspiring data analysts can build dashboards. Very few can explain margin erosion, capital efficiency, or EBITDA impact.
Retail and e-commerce companies do not hire analysts to build charts.
They hire analysts to protect profit.
This roadmap was designed for that purpose.
The 8-Project Practical E-Commerce & Retail Analytics Roadmap is a structured, commercially focused analytics programme designed to transform you from a tool-based analyst into a decision-driven commercial thinker.
Using verified, real-world retail datasets, you will build end-to-end analytical models that replicate the work performed inside:
• E-commerce platforms
• Retail chains
• Marketplaces
• Direct-to-consumer brands
• Subscription businesses
Across 10 structured projects (8 core + 2 advanced capstones), you will develop:
• Unit economics and contribution margin models
• Customer lifetime value (LTV) frameworks
• Pricing elasticity and promotion impact analysis
• Inventory optimisation and working capital models
• Demand forecasting and scenario simulation
• Churn prediction and retention strategy modelling
• Integrated capital planning frameworks
This is not a tool tutorial.
It is a commercial analytics transformation.
By completing this roadmap, you will be able to:
• Quantify profitability drivers
• Diagnose revenue leakage
• Model growth vs capital risk trade-offs
• Simulate margin sensitivity under stress scenarios
• Translate analytics into executive-level recommendations
You will finish with:
• 10 portfolio-ready retail case studies
• Structured GitHub repositories
• Executive-style strategy memos
• Scenario simulation engines
• Financial and capital efficiency models
This positions you for roles such as:
• E-commerce Analyst
• Retail Commercial Analyst
• Revenue Analyst
• Pricing Analyst
• Growth Analyst
• Marketplace Strategy Analyst
If you want to move beyond dashboards and become commercially fluent in retail analytics, this roadmap is your blueprint.
Build models that matter.
Think like a commercial leader.
Compete at a higher level.