The encompassing principle, as a generator of test statistics, is compared to the M—test or conditional moment testing principle. It is shown that the two principles are capable of generating the same test statistics, and in this sense equivalent. However, there are differences in motivation and emphasis underlying the principles which are in important in econometric modelling. The equivalence between encompassing and parsimonious encompassing for nonlinear models is also established for a class of completing models.