This book provides a comprehensive review to state-of-the-art methods for a fundamental evaluation problem in health and social sciences The evaluation of the impact of a binary treatment/exposure to an outcome in the presence of confounding. This book is intended for graduate students of statistics and biostatistics and researchers in other applied fields, such as economics, social sciences and health services research.