This is perhaps the most difficult chapter in the whole book. That is because sampling distributions are a very abstract concept that many students struggle to grasp. And yet sampling distributions are the core of how we conduct statistical inference. You may need to reread this chapter a few times before it makes much sense, but doing so will be well worth your time if you want to understand applied statistics.