Turning Ad Impressions Into Measurable Impact
Every digital advertisement generates data: impressions, clicks, conversions, and user engagement signals. But which ads actually cause someone to act? This project builds a real-time system that captures advertising interactions as they happen and applies causal analysis to determine true incremental impact, transforming raw marketing data into automated, decision-ready insight. The research was presented at… continue reading





