In this paper we overview and discuss some of the important practical assumptions underlying statistical inference. What we say, though not new, is stressed insu ciently in teaching statistical methods and applications. We build on the important conceptual di erence between enumerative and analytic studies, emphasized by W. Edwards Deming. Our comments, however, go beyond the published views of...