Due to the variegated nature of the teaching profession system, different actors operating in this system (teachers, school leaders, policy makers) are inevitably intertwined and assumably influence each other’s sensemaking processes, especially when system-wide educational change occurs. Gaining insight into how different actors in the teacher profession system make sense of educational change is important, as it might hamper or enable the system's adaptive capacity. That is why we stretched Coburn’s model of collective sensemaking from a teacher-team lens to include different actors and focus on their interpersonal dynamics during sensemaking processes. Performing a conceptual review, we synthesized 87 articles which focus on collective sensemaking of the following actor groups: (1) teachers (micro), (2) school leaders (meso), and/or (3) district/state/national leaders, policy makers, professional development providers, curriculum developers, researchers, community members, and parents (macro). In the results we describe how actors’ involvement varied due to different role distributions and role perceptions of actors. In addition, four contextual factors influencing the interpersonal dynamics were distinguished that were closely related to leadership practices that enable actors to compare the change with their own beliefs and (organizational) practices. We describe three mechanisms which explain how actors valuate a change (valuating), how they are owning this change (owning), and which is shaped by gatekeeping of sensegivers in their social context (gatekeeping).