A saddlepoint approximation is provided for the distribution function of on
e M statistic conditional on another M statistic. Many interesting statisti
cs based on dependent quantities (e.g., spacings, multinomial frequencies,
rank differences) can be expressed in terms of independent identically dist
ributed random variables conditioned on their sum, so that this conditional
saddlepoint approximation yields accurate approximations for the distribut
ion of such statistics. This saddlepoint approximation can also be used in
conditional testing, where nuisance parameters are eliminated by conditioni
ng on sufficient statistics.