This chapter introduces Abductive Thematic Network Analysis (ATNA) as a methodological approach for qualitative data analysis. It starts by providing a brief description on abductive theory of method and thematic analysis method. Then, it highlights how the two methods are combined to create ATNA. Using a qualitative data set, this chapter demonstrates the steps in undertaking ATNA with a computer-aided qualitative data analysis software—ATLAS-ti v.7.5. The chapter concludes that ATNA provides to researchers a much-needed pragmatic and logical way of reasoning, organising, and presenting qualitative data analysis.