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Youth student organizations, particularly Student Union Branches, play a vital role in ideological development and talent cultivation within Chinese higher education. Operating within a unique socio-educational context, these organizations must navigate the complex challenge of enhancing organizational effectiveness while ensuring ideological alignment. This study adopts a mixed-methods approach, combining surveys of 127 student cadres with in-depth case studies of 6 Student Union Branches, to investigate how sophisticated mechanisms for understanding, predicting, and managing individual thoughts and behaviors can improve organizational outcomes. The research proposes an integrated U-P-M (Understanding-Prediction-Management) framework. This includes a multi-layered understanding mechanism based on dynamic monitoring, dialogue, and data insight; a prediction mechanism utilizing intelligent forecasting and proactive intervention; and a management mechanism combining value guidance, organizational optimization, and environmental shaping. Quantitative results show that Student Union Branches implementing the systematic U-P-M framework achieved significant gains: a 28% increase in organizational belonging, a 35% rise in activity participation, and a 42% improvement in task execution efficiency. Qualitative findings further reveal contextual implementation challenges and success factors. This study contributes an evidence-based theoretical framework and reproducible pathways for enhancing youth student organization effectiveness within China's specific educational environment. It highlights the delicate balance between organizational autonomy and ideological conformity, offering valuable insights for educational administrators and student affairs professionals seeking to foster high-quality organizational development.