In this paper, we provide a negative answer to a long-standing open problem on the compatibility of Spearmans rho matrices. Following an equivalence of Spearmans rho matrices and linear correlation matrices for dimensions up to 9 in the literature, we show non-equivalence for dimensions 12 or higher. In particular, we connect this problem with the existence of a random vector under some linear projection restrictions in two characterization results.