Perhaps it is to recall fond memories of family and friends or help you understand historical events. An organization looks at the past to analyze its performance and make the right decisions for improving its future performance. For example, managers gather information about costs and ascertain how they behave to predict what they will be “down the road.” They also use past data to understand actions, such as preventive maintenance or inventory planning, that help reduce costs, and cost investments, such as brand building, advertising, and promotions, that help increase revenues and profits, Understanding the drivers of costs and revenues is a valuable technical skill whose importance has grown in recent years with the increased availability of new, massive datasets and cheap computing power to analyze them. The knowledge gained in this process can motivate an organization to reorganize its operations in innovative ways and tackle important challenges. We develop data analytic thinking skills in this chapter and the new chapter that follows.