The paper considers the bias of Bookstein's mean estimator for shape u
nder the isotropic normal model. This work depends on certain distribu
tional properties of shape variables. An alternative unbiased modified
estimator is proposed and its performance is compared with various es
timators, including Procrustes and the exact maximum likelihood estima
tor, in a simulation study.