What makes data “Big Data”? Is my dataset bigger than yours? Are “Business Intelligence” and “Reporting” the same things as “Analytics”? We discussed these questions in connection with an exploratory analysis of a large public use dataset of Medicare claims. We also discussed the open source software used to analyze the data.