Approximations of the distribution for the maximum likelihood estimator of
the dispersion matrix in the Growth Curve model due to Potthoff and Roy (19
64) are considered. Three different approaches are presented. Two are based
on an Edgeworth type expansion where as approximating distribution two dif
ferent Wishart distributions are used. In a third approach we utilize the s
tructure of the estimator and combine an Edgeworth type expansion with an a
pproach put forward by Fujikoshi (1985).