In this study, we explored the alignment between initial transfer intent and subsequent course-completion patterns among 1,668 first-time STEM-aspiring students at two-year institutions. Using survey and transcript data, we conducted latent profile analysis and subsequent path analysis that revealed five distinct course-completion patterns: "Trailing/Time-Out," "Non-transfer-Focused," "Transfer: STEM Concentrated," "Transfer: Humanity/Social Science Con-centrated," and "Transfer: Developmental Education Concentrated." Students' math and science self-efficacy, academic engagement, and transfer-oriented interactions moderated the alignment between initial transfer intent and later course completion patterns. Based on the findings, we discuss the importance of cultivating strong academic self-efficacy and building effective advising practices to help students actualize their transfer intent.