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This study aims to explore how master’s students’ institutional research support (IRS), academic guidance from supervisor (AGS), peer academic support (PAS), and individual background influence their academic integration. Results indicate that IRS, AGS, and PAS directly affect academic integration. IRS significantly impacts cognitive and affective dimensions but not behavior, while AGS and PAS affect all three dimensions. AGS and PAS fully mediate the relationship between IRS and academic integration, with PAS as the stronger mediator. In mediation pathways, students attending different institutions than their undergraduate universities show weaker effects from AGS to cognition and behavior but stronger effects from PAS to behavior. These findings provide valuable insights for optimizing support systems and fostering master’s students’ academic development.