A
statistical model embodies a set of
assumptions concerning the generation of the observed data, and similar data from a larger
population. A model represents, often in considerably idealized form, the data-generating process. The model assumptions describe a set of
probability distributions, some of which are assumed to adequately approximate the distribution from which a particular data set is
sampled.