On the non-existence of ancillary statistics

This note provides simple sufficient conditions for the non-existence of non-trivial ancillary statistics. The results show that in random sampling from some commonly-used families of discrete distributions there are no non-trivial ancillary statistics, and hence the statistical implication, under this setting, is there can be no exact distribution-free procedures.Ancillarity Basu's theorem completeness subfields sufficiency