Rania Bassam — attribution beyond last-click

Attribution beyond last-click is crucial for understanding the full customer journey. Many businesses fall into the trap of attributing conversions solely to the final touchpoint, which can obscure the true drivers of success and failure. By adopting a multi-touch attribution model, we can better analyze how various channels and interactions contribute to user decisions. This insight allows us to pinpoint where users drop off in the funnel, enabling more targeted interventions. For instance, if a user engages with content via social media but ultimately converts through email, the social touch should not be disregarded. Emphasizing the entire journey can reveal hidden opportunities for engagement and retention, ultimately reducing churn and fostering sustainable growth.