Introduction: reflective researchOne of our research project's assumptions is that the topic of quality assurance and evaluation (QAE) is political: it is an important framing factor for education, a major interest for many different stakeholders, and a governance tool (Nóvoa & Yariv-Mashal 2003). In this respect, it is possible that our research will be used for political purposes, an aspect most of our research participants and fellow researchers certainly recognise. Self-reflection is therefore essential.In Chapter 1, we discussed our ontological and epistemological premises and how the analytical framework on which we draw, Comparative Analytics of Dynamics in Education Politics (CADEP), directs our focus to three dimensions we see as relevant for an understanding of the questions raised in complexity studies and the approaches of political science to contingency. While the previous chapter addressed the "why" question of our research, here we open more broadly the questions "how" and "what". There is no simple answer to these questions, because the shared view of scholars is that research is never as straightforward as research reports describe -and in this respect, this book is no exception. Our research journey has taken a route with paths, streets, cul-de-sacs, and wanderings through uncharted territories. As a research consortium, we have held CADEP as a compass, while continuously debating its interpretation. A description of this journey is needed for validity: indeed, sharing our journey is as important as arriving at our destination. In this chapter, we therefore chart it as fully and as critically as possible.We believe the key to maintaining validity in a qualitative research project such as ours is to adopt a reflective approach throughout. We share the view iterated by many scholars, but which Alvesson and Sköldberg (2009) aptly describe and summarise, that interpretation, and the interpretation of interpretation, is the key feature of research. They state that reflective research considers four elements, which we highlight here and discuss further in the following sub-chapters.• Researchers should be conscious of the interpretation made. We have channelled the interpretations from the outset with the help of the CADEP analytical framework. Despite this shared analytical starting point,
Interpretation: comparing three dimensions of dynamicsWe continue this reflection on the nature of our research by addressing the question of our analytical framework in relation to those of others. Our research concentrates on understanding the political dynamics in QAE. To