Many professional sports teams are using advanced analytics to improve performance, but what does “analytics” really mean? This course will introduce some topics in statistics and machine learning that are commonly used to help interpret sports datasets. We will primarily focus on football, and as a group, we will go through a series of activities to understand how an algorithm can be designed to help a coach make fourth down decisions (i.e. punt, kick, or go for it).