Fortunately this is changing. The needs of data science and data literacy demand a more problem-driven approach, in which the application of specific statistical tools is seen as just one component of a complete cycle of investigation. The PPDAC structure has been suggested as a way of representing a problem-solving cycle, which we shall adopt throughout this book.