An Impact of Classroom Seating Arrangements on Postgraduate Learning: Based on the 3D Model of Design, Discipline, and Dynamic Involvement

In this study, comparisons will be made between graduate students' reactions to semicircle seating and row seating, and an exploration will be made of the implications of each seating arrangement for participation, engagement, and democratic learning. This study will apply an evaluation of learning based on a 3D learning model that includes design, discipline, and participation. The primary data was collected from postgraduate students using a structured Google Forms survey. The research was descriptive in nature and centered on the meanings, experiences, and preferences of students in relation to seating arrangement configurations. In the questionnaire, students were asked questions concerning visibility of the teacher, interaction with other students, opportunity to speak with other students, degree of comfort to share ideas, and opportunity to work with other people. Most postgraduates reported a semicircular configuration of seating to be preferred to the conventional row setting. They indicated an improvement in the view of both the teacher and teaching aids, and thus understanding of a discussion topic was facilitated. Semi-circle seating made students talk more easily. It sparked more class discussion and made the room feel inclusive. It felt more democratic, one student said, and several others also said they now were more comfortable sharing their own thoughts in lectures and even classes. Some students mentioned limited classroom space for larger groups, yet they still preferred semi-circle seating. Participants said strong engagement and interaction outweighed the study’s limits. The study links semi-circle seating for postgraduates to stronger engagement, more participation, and better group learning. In grad seminars, flexible seating helps students join talks and decisions as equals. It helps instructors choose methods that boost participation and learning.