Here I introduce an introductory overview of quantitative information flow (QIF), a mathematical framework used to precisely discuss leakage. We start with a system that takes some sensitive information as input, processes it, and produces some publicly observable output. We want to determine how the system affected the sensitive information. This overview will focus on the often relevant and intuitive measure of Bayes vulnerability, which addresses when the adversary must guess the value of the…