Staples, Inc. is a large United States office supply chain store, with over 2,000 stores worldwide in 26 countries. The challenge presented by our client “General Assembly” was to conduct a data analysis of the revenues by customer sectors in order to the determine the impact that returns have on the profitability of goods sold.