This article presents a Bayesian approach to estimation, in a sample survey setting, of a finite population total for some characteristic of interest when nonresponse is present. A general model is described for situations where a Hansen-Hurwitz sampling plan is used. The model makes use of concomitant information that is related both to the characteristic of interest and to the probability of response. A simple example is included to illustrate the usefulness of the approach.