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The process of modeling student thinking is a complex and arduous task. Readers do not typically see the often-messy analytical nuances and paths that must occur within analysis cycles to produce such models. In this paper, we elaborate on the complex undertaking of analyzing task-based clinical interview data from a single task with 14 middle grades students. We present an overview of the analysis process we have engaged in, a guiding framework that emerged during our retrospective analysis, and how we have used the framework. We close with a reflection on the process and suggest future directions.