Reinforcement Learning has received an enormous amount of attention in the machine learning community recently, with milestones such as the defeat of the world champion Go player to Google's AI making headlines, and companies like OpenAI promoting research. In this context, it makes sense to explore the role that Reinforcement Learning can play in a data scientist toolbox.