Abstract Community-based public health interventions often rely on representative, spatially referenced outcome data to draw conclusions about a finite population. To estimate finite-population parameters, we are posed with two challenges: correctly account for spatial association among the sampled and nonsampled participants model missingness in key covariates, which may be also associated. ac...