Multivariate data analysis is an application oriented introduction to multivariate analysis for the non statistician.The seventh edition incorporates pivotal advances in technology that will assist students in gaining a firm understanding if statistical and managerial principles so as to develop a comfor zone not only for the statistical but also the practical issues involved.