This provides a clear report that explains how churn categories, types of contracts, reasons, and states can affect churn. It provides insights into age groups, contract types, payment methods, and relevant charges based on data consumption. The project offers deeper insights into customer behavior. Includes features for each state related to customer calls and the churn label. Key Insights Key Insights Key Insights - The churn rate for Databel is 26.86%.
- Out of 6,687 customers, 1,796 churned.
- One of the main reasons customers churned is related to competition.
- California had the highest churn rate among the given states (over 60%).
- Customers with month-to-month contracts churned more frequently due to competitors offering better deals and devices, with California experiencing the highest churn rate (over 70%). - The number of calls made to customer service is 6,123, with an average call duration of 0.92 minutes.
- Senior citizens churn more often.
- As age increases, the average churn rate also increases.
- Customers with unlimited data plans are likelier to churn.
- The monthly and churn rates are significantly lower for customers in groups of two or more.
- Customers with unlimited plans incur extra charges for additional data usage.
- Customers who pay by paper check have the highest churn rate. They typically have monthly contracts and stay shorter than other payment methods, with an average of 1.36 customer service calls made. - California has the highest churn rate, along with the lowest number of calls made to customer service. This indicates high competition in the state.
- Ohio had the second-highest number of calls, with significant dissatisfaction reported regarding service quality, including bad attitudes and product issues, particularly related to price and upload speed. It is also important to note that Ohio has the second-highest churn rate.
- On average, customers in Georgia made 3.08 calls to customer service, suggesting that issues were not fully resolved during these calls. The main reason for churn in this state was attributed to poor service attitudes.