This chapter investigates the second and third wave HCI design processes for an auditory display design and proposes a multifaceted framework. The purpose of using such a framework in a participatory context is to provide the possibility to create shared design knowledge in sonification and building new sonification designs on top of the prior work. From the early stages of the project involving the domain scientists in the process seemed to be an obvious choice. The process works in the sense that we gathered a diverse set of data analysis problems, solutions, and methods that work for data scientists within a sonification framework.