This conceptual analysis examines why international medical students at a private medical school in Negeri Sembilan, Malaysia, persist or approach withdrawal. Attrition risk cannot be understood only through language support, social adjustment, or surface indicators of performance. This study is proposing a modified version of Tinto’s Student Integration Model that foregrounds three interlinked constructs. First, cognitive preparedness captures alignment between students’ study strategies and the curriculum’s assessment ecology and the capacity to recalibrate after feedback. Second, lived academic experience describes how students interpret lectures, labs, small group learning, pacing, grading, and feedback and how these meanings shape motivation and belonging. Third, academic trust concerns confidence in the fairness and transparency of policies, grading, advising, and communication. The analysis identifies a gap in the literature on how these constructs interact for international students in Malaysian medical education and proposes four research questions to illuminate mechanisms that connect institutional practices to persistence. The analysis reveals that academic challenges extend beyond conventional adaptation issues, suggesting that international medical students may exhibit inherent differences in matters that are poorly yet to be understood, which could significantly influence their academic success. Anticipated contributions include a better understanding for diagnosing attrition risk, a framework for early identification and support, and institution level implications for building trust, assessment literacy, and feedback credibility with international students. This research aims to identify unknown causes that could be related with the attrition risk yet not significantly attended to and might have eluded previous studies pertaining to Malaysian medical education.