Statistics might be defined as the science of numerical reasoning from data. Its purpose is to aid people in making decisions based on the analysis of numerical information. Data and numerical arguments abound not only in science and social science disciplines but in almost every field of academic inquiry. Most people encounter statistical reasoning in everyday life. It is therefore exceedingly appropriate and important for all liberally educated citizens to undertake the study of fundamental principles and methods of statistics.