This edition features significant expansions reflecting recent advances in the field, with a focus on understanding the latest concepts and applications. New features include discussions on the practical implications of linear regression, the Durbin-Watson test for serial correlation, families of transformations, inverse, ridge, latent root, and robust regression techniques, as well as nonlinear growth models.