In this article, we build on these ideas of variation, distribution, and aggregate to offer our own proposal for the core idea that we believe should guide statistics and data analysis instruction, beginning perhaps as early as age 8. In short, that idea involves coming to see statistics as the study of noisy processes—processes that have a signature, or signal, which we can detect if we look at sufficient output