  We examine shape invariant potentials (excluding those that are obtained by
scaling) in supersymmetric quantum mechanics from the stand-point of periodic
orbit theory. An exact trace formula for the quantum spectra of such potentials
is derived. Based on this result, and Barclay's functional relationship for
such potentials, we present a new derivation of the result that the lowest
order SWKB quantisation rule is exact.
