Does Big Data make Statistics obsolete? Of course not! But, many are now suggesting it (1). We address here some of the causes and consequences of this way of thinking. Specifically, we examine some of the basic tenets of elementary statistics that are easy to forget and/or to cast aside when analyzing large comprehensive “full-population” datasets.