Presenting in depth discussions of various statistical models and methods needed for the analysis of medical, biological and biostatistics data, this book emphasizes the analysis of data when normal distribution assumptions are not tenable. It provides detailed explanations in situations when data are naturally clustered in groups, whereby the Intra-class Correlation Coefficient plays a fundamental role in the model development. This new edition incorporates several additions that take into account recent developments in the field.