The concept of mean variance efficiency widely used in portfolio theory of modern finance is examined here in terms of (a) its limitations in statistical and empirical applications and (b) the alternative non-parametric measures. The non-parametric measures and tests of portfolio efficiency raise some of the most fundamental issues of modern financial economics today and these are shown to have valuable implications for the theory of capital market efficiency.