We consider an alternative inference method based on likelihood ratio. In particular, we order permissible
sample paths under Simon’s two-stage designs using their corresponding conditional likelihood. In this way, we can
calculate p-values using the common definition: the probability of obtaining a test statistic value at least as extreme as
that observed under the null hypothesis.