This analysis examines behavioural and financial patterns across 250,000 customers in the Business Banking Group's April 2026 portfolio. Five analytical techniques — Exploratory Data Analysis (EDA), Data Visualisation, Hypothesis Testing, Correlation Analysis, and Logistic Regression — are applied to a 26-variable dataset spanning digital engagement, transaction volumes, credit ratings, and deposit balances.