This chapter focuses on performing accurate data analysis. We discuss the basics of quantitative statistical technique selection, associated criteria and concepts. For qualitative analysis, introduce challenges of applying techniques from interpretation to deduction accompanied by common pitfalls and debunking the myth that qualitative research is ‘easy’. Computer assisted qualitative data analysis software is debated surrounding its data management properties and implications for robust qualitative analysis.