A famous result of Horn and Fitzgerald is that the $β$-th Hadamard power of any $n\times n$ positive semi-definite (p.s.d) matrix with non-negative entries is p.s.d $\forall β\geq n-2$ and is not necessarliy p.s.d for $β< n-2,$ with $\ β\notin \mathbb{N}$. In this article, we study this question for random Wishart matrix $A_n:={X_nX_n^T}$, where $X_n$ is $n\times n$ matrix with i.i.d. Gaussians. It is shown that applying $x\rightarrow |x|^α$ entrywise to $A_n$, the resulting matrix is p.s.d, with high probability, for $α>1$ and is not p.s.d, with high probability, for $α<1$. It is also shown that if $X_n$ are $\lfloor n^{s}\rfloor\times n$ matrices, for any $s<1$, the transition of positivity occurs at the exponent $α=s$.