This assignment solution presents a comprehensive data analysis, encompassing various statistical techniques. Section 1 focuses on scatter plots and the computation of annual contributions and z-scores. Section 2 delves into numerical summary statistics, proportions, and hypothesis testing related to investment risk. The analysis includes z-score calculations and p-value interpretations to assess the significance of findings. Section 3 examines box and whisker plots, estimates, and z-score computations, emphasizing the relationship between risk and return in investments. Section 4 provides numerical summary statistics, sample size calculations, and the determination of a 95% confidence interval. The solution demonstrates a strong understanding of statistical concepts, data interpretation, and the application of these techniques to real-world scenarios, such as investment analysis and evaluating proposed changes.