This repository contains a case study that focuses on identifying patterns indicating clients' payment difficulty for loan applications. Exploratory Data Analysis (EDA) is employed to identify risky applicants, allowing for informed actions like loan denial, reduced loan amounts, or higher interest rates to ensure loan repayment capability.