Random walks are a gold mine for a wide variety of stochastic theory and practice. They are easy to explain, easy to code, and easy to misunderstand. In this section, we start out with the simplest imaginable random walk and then show how things can go wrong. Note that this post is also available in nbviewer where the math below may render better than here in blogger. Let's examine the problem of