Introduced a multivariate Wilcoxon regression estimate which possesses some nice properties computational ease asymptotic normality and high efficiency however it is sensitive to the leverage points to circumvent this problem we propose a weighted multivariate Wilcoxon regression estimate under some regularity conditions the asymptotic normality is established we further study the robustness of the proposed results show that the corresponding estimate can have bounded influence function on both response and covariates