Population-based surveys are expensive and time consuming. By determining state-level seropositivity using national testing service data and a Bayesian linear model, a map of HIV prevalence was generated across the whole of Nigeria. By identifying the areas in which HIV is most prevalent interventions can be targeted. This less resource intense Bayseian method allows for national monitoring of HIV prevalence.