Validity of fitting a first-order Markov chain model to data

Summary. The paper describes a way of testing whether, given a sequence of data, there is a Markov chain of first order that is a likely model to fit it. The test, which was suggested by geometry, is applied to a sequence of moderate length of sporting data, for which a Markov model had once been claimed.