This study investigates the factors influencing attrition among graduate engineering students by analyzing data from Reddit forums. The research reveals interconnected themes related to advisor roles, perceived costs, support networks, personal goals, and quality of life, offering a flexible model to understand and address student attrition. The findings suggest that a comprehensive framework involving multiple factors can help stakeholders better support and mentor graduate students.