This talk focuses on the doing side of data science. Before you can start doing the fun analytics, you have to handle the engineering side. In this talk, we'll consider how choosing the tool for the job is crucial in big data. We'll talk about this against the backdrop of the NFL Play by Play and what sorts of insights we can find. We'll top it off with a look at how data can be augmented to create even more interesting analysis.