In part I, I reviewed how the principles of probability samples apply to household sampling for valid (inferential) statistical analysis and focused on the challenges faced in selecting enumeration areas (EAs). When we want a probability sample of households, multi-stage sampling approaches are usually used, where EAs are selected in the first stage of sampling and households then selected from the sampled EAs in the second stage. (Additional stages may be added if deemed necessary.) In this post, I move on to the selection of households within the sampled EAs. I’ll focus on the sampling principles, challenges, approaches and recommendations.