Teacher education doctoral seminars can provide a space for students to collaborate, reflect and support each other as they transition from teacher to teacher educator. These spaces also provide a forum for the learning of new research methodologies. This collaborative self-study chronicles how one group of doctoral students learned self-study research and fostered a scholarly identity in a doctoral seminar focused on learning about teacher education practices through self-study research. The participants shared autobiographies, journals, and critical summaries of assigned readings, and they questioned each other's understanding and development in the context of their shared experiences. Through this process, they overcame concerns regarding self-study as they developed their understanding of the components of self-study research and accepted their new role as self-study researchers. This study provides insights into the benefits of using doctoral seminars as a space to develop a scholarly identity and for using that space as a source of investigation. Implications for similar communities are also discussed.