In this paper, a sample estimator of the tangency portfolio (TP) weights is considered. The focus on situation where number observations smaller than assets in and returns are i.i.d. normally distributed. Under these assumptions, covariance matrix follows singular Wishart distribution and, therefore, regular inverse cannot be taken. bounds approximations for first two moments estimated TP deriv...