Renyi statistics are considered in a directed family of general exponential
models. These statistics are defined as Renyi distances between estimated
and hypothetical model. An asymptotically quadratic approximation to the Re
nyi Statistics is established, leading to similar asymptotic distribution r
esults as established in the literature For the likelihood ratio statistics
. Some arguments in favour of the Renyi statistics are discussed, and a num
erical comparison of the Renyi goodness-of-fit tests with the Likelihood ra
tio test is presented.