Senior projects allow students to move the learning process from basic knowledge to an interdisciplinary approach. The purpose of the research is to survey the attitude and perception as collaboration between researchers and students to develop a clustering model for advisors and students, and to develop factors that are significant to predict the right match in the senior projects course. Data collection was with a questionnaire consisting of 463 samples from 7 administrators, 68 lecturers, 26 staff and 362 students from two universities: The Rajabhat Mahasarakham University, and the University of Phayao. The research methodology is designed and divided into three sections: preparation, implementation, and conclusion. The result shows that the satisfaction and the overall acceptance level were at a high level (mean = 4.04, S.D. = 0.88). Moreover, the developed model has the highest level of efficiency (accuracy = 98.06%). For future research projects, the researchers are committed on the development of learners’ achievement and aims to promote a learning culture based on the results of this research, and active learning of educational institutions.