This project investigates customer churn in debt collection, emphasizing efficient partners, optimized debt allocation, and improved recovery. Insights from visualizations and analyses guide recommendations to retain loyal customers, conduct competitive analysis, strategic marketing, and address feedback for reduced churn and higher satisfaction.