The influence of rurality on the volume of non-urgent emergency department visits

► We examine how the ED visits are associated with levels of rurality. ► We apply spatial models to South Carolina hospital discharge data. ► We find that increasing rurality is significantly associated with non-urgent ED use. ► The spatial autocorrelation and variance estimates support the use of spatial model.