The assignment presents a comprehensive analysis of statistical techniques used in banking, covering topics such as simple linear regression, testing the significance of slope, and index number calculation. It uses real-world data from various banks in Bangladesh, including Islami Bank Limited, to demonstrate the application of statistical methods in understanding financial trends and relationships. The analysis includes confidence intervals for predicting retained earnings and a prediction interval for individual bank performance.