The "Bank Loan Case Study" final project focuses on exploring loan application data to identify patterns that indicate potential loan defaults. As a data analyst at a finance company, you'll conduct Exploratory Data Analysis (EDA) to understand how customer and loan attributes influence default likelihood. Tasks include handling missing data, identifying outliers, analyzing data imbalance, performing univariate and bivariate analysis, and identifying top correlations for different scenarios. The ultimate goal is to provide insights to make informed decisions about loan approvals and minimize risks for the company.