The advent of statistical tools is very robust through the statistical software. One of the famous software that is being used by thousands of researchers is SPSS. This book assists the readers to identify the types of analysis needed and clarify the differences between parametric and nonparametric analyses. This will guide the readers to choose the most effective statistical analysis to represent their case study. The simple and attractive, yet comprehensive presentation aims to provide the students, new or advanced researchers with understanding of the basic concept and the right procedure for data analysis. The provided guide will help in formulating good presentations and conclusions based on the results obtained and subsequently providing valuable information on statistical methods in applied research.