It should be apparent that rather few applications of statistical science actually involve literal random sampling, and that it is increasingly common to have all the data that is potentially available. Nevertheless it is extremely valuable to keep hold of the idea of an imaginary population from which our ‘sample’ is drawn, as then we can use all the mathematical techniques that have been developed for sampling from real populations.