In this demo, Igor Alcantara, Director of Data Science at IPC Global, creates a sample student profile to demonstrate how data can support alumni tracking and engagement. Using “Sarah Thomas” as an example, Igor examines her previous giving history and identifies how changes in her circumstances may affect future contributions. By leveraging historical data, universities can better understand giving patterns and identify ways to continue engaging alumni.