📖 Project Overview

Marketing teams invest significant budgets into campaigns across multiple channels, but understanding which campaigns actually drive conversions and revenue is critical for maximizing return on investment.

This project analyzes customer interactions, purchases, campaign performance, and customer demographics to uncover actionable insights that can improve marketing effectiveness and profitability.

The analysis focuses on answering key business questions such as:

• Which marketing campaigns generate the highest revenue?
• Which channels have the highest conversion rates?
• What customer segments drive the most revenue?
• Are marketing campaigns generating positive ROI?
• How does customer behavior vary across demographics?

🎯 Business Problem

The company runs multiple marketing campaigns across different channels but lacks visibility into:

• Campaign profitability
• Customer conversion behavior
• Marketing efficiency
• Audience segmentation
• Revenue attribution

Without proper analysis, marketing budgets may be allocated to underperforming campaigns, resulting in wasted spend and missed revenue opportunities.

The goal of this project is to evaluate campaign effectiveness and provide recommendations for optimizing marketing investments.