In this paper, we generalize the Wishart distribution utilizing a fresh approach that leads
to the hypergeometric Wishart generator distribution with the Wishart generator and the
Wishart as special cases. Important statistical characteristics are derived. The significance
of this generator distribution is further demonstrated by assuming a special case as a prior
for the underlying matrix variate normal model.