This paper investigates the issue of determining dimensions row and column factor spaces in matrix-valued data. Exploiting eigen-gap spectrum sample second moment matrices data, we propose a family randomised tests to check whether one-way or two-way structure exists not. Our do not require any arbitrary thresholding on eigenvalues, can be applied with (virtually) no restrictions relative rate ...