A multivariate version of Kendall's tau that is based on multivariate
sign statistics is discussed. It has a nice visual interpretation and
is easy to calculate. Tests of independence based on the statistic are
shown to have goad efficiency and robustness properties relative to t
he usual least squares procedures.