This project is a part of the Capstone Project at COOP Careers Fellowship.
This project was conducted by the Spatial Analyst Pod in response to rising inefficiencies and flatlining ROI in our company’s cross-regional marketing campaigns. We leveraged campaign interaction data—including user clicks, conversions, device types, and location data—across several U.S. states. Our objective was to uncover spatial performance patterns to guide future marketing investment.
- Internal ad campaign performance logs (Clicks, Conversions, Device Type)
- Geographic identifiers (State, Region)
- Category-level browsing metadata (e.g., Finance, Lifestyle)
- Exploratory Data Analysis (EDA)
- Data Visualization (Heatmaps, Choropleth Maps)
- ROI & Conversion Rate Calculations
- Segmentation Analysis
- Excel/Google Sheets
- Tableau