This book provides a compact self-contained introduction to the Analytical Methods in Statistics. The book is accessible to readers having a basic familiarity with probability, yet allows more advanced readers to quickly grasp the principles underlying Statistics theory and methods. The examples and computer code allow the reader to understand and implement basic Statistics data analyses using standard statistical models and to extend the standard models to specialized data analysis situations.