Parametrization-invariant versions of Wald statistics are introduced, based on yoke geo\-metry. The construction is illustrated by several examples. In the case of simple null hypotheses, formulae are given for generalized Bartlett corrections of these geometric Wald statistics which bring their null distributions close to their large-sample asymptotic distributions.