This book provides an in-depth overview of simple and multiple linear regression analysis, one-way and multi-way analysis of variance, and logistic regression. It offers a combination of theoretical and mathematical depth, clear and detailed explanations of concepts, as well as a variety of examples. Each example is explained in detail and accompanied by step-by-step instructions and screenshots. Throughout the book, the accessible, interactive statistical software package JMP is used for data analysis. The reader will therefore develop an understanding of both statistical theory and its applications. As a result, both undergraduate and postgraduate students in applied statistics, engineering, business and social sciences will enjoy this book.