In the first two stages, business understanding and data understanding, the data scientist is trying to define the goals of the project by understanding the business needs and the data that the business has available to it. In the early stages of a project, a data scientist will often iterate between focusing on the business and exploring what data are available. This iteration typically involves identifying a business problem and

