In this paper we define and study several properties of the concept of (multivariate) directional dependence and study the new concept in terms of copulas, and provide new measures of multivariate association based on directional dependence. Finally, we show the relationships of directional dependence with other dependence concepts such as association and conditional dependence. (c) 2012 Elsevier Inc. All rights reserved.