Marketing Campaign Analysis (FB vs AdWords)
Google Colab, hypothesis testing, regression, time series analysis
- Applied regression, Random Forest, and ensemble learning to analyze campaign performance and reached 76% prediction accuracy for conversion rates.
- Found a strong 0.87 correlation between Facebook ad clicks and conversions, supporting more data-driven spending decisions.
- Used hypothesis testing to compare Facebook and AdWords performance and support smarter budget allocation.
- Analyzed weekday conversion behavior and found stronger performance on Mondays and Tuesdays for campaign planning.
- Identified lower CPC periods, including May and November, to support more cost-effective ad scheduling.