This project demonstrates churn analysis for telecom industries. Mobile carriers are first priority to monetize rich supplies of customer information—while being mindful of legal and privacy issues. When data assets are transformed into new revenue streams, next-generation analytics will become integral to high performance. The aim of churn analysis is to identify customers who are about to transfer their business to a competitor.