Assume for a second that your bank screws up and causes a problem. The customer comes in or calls to complain - Do you apologize? Of course, you do – but then what? For the most part, community banks are fantastic and solving problems and making customers happy. What comes after an apology for a bank is mostly natural. However, given the rise of data analytics, now there is starting to be a science. In this article, we explore what it quantitatively takes to not only restore customer satisfaction but to make it better than before.