Azzalini and Dalla Valle have recently discussed the multivariate skew norm
al distribution which extends the class of normal distributions by the addi
tion of a shape parameter. The first part of the present paper examines fur
ther probabilistic properties of the distribution, with special emphasis on
aspects of statistical relevance. Inferential and other statistical issues
are discussed in the following part, with applications to some multivariat
e statistics problems, illustrated by numerical examples. Finally, a furthe
r extension is described which introduces a skewing factor of an elliptical
density.