introduced a multivariate Wilcoxon regression estimate which possesses some nice properties: computational ease asymptotic normality and high efficiency However. it sensitive to the leverage points to circumvent this problem. we propose a weighted multivariate Wilcoxon regression estimate Under some regularity conditions