Core Insights - The article emphasizes the importance of big data technology in enhancing the effectiveness of "one-stop" student community governance in higher education, addressing the diverse needs of students and improving service precision [1][2][3] Group 1: Governance Advantages - The implementation of "one-stop" student community management can resolve technical bottlenecks, as many universities have independent systems that hinder data analysis and decision-making [2] - Big data empowers governance models, significantly improving service capabilities and efficiency within student communities [2] Group 2: Innovative Governance Paths - Universities should establish a unified technical platform to ensure seamless data integration and system reliability, which includes forming project teams to evaluate system compatibility and design data exchange standards [3] - The use of artificial intelligence in student mental health initiatives can enhance response times to psychological crises and provide data-driven intervention strategies [3] Group 3: Precision Service Transformation - Big data analysis allows for a deep understanding of students' diverse needs by examining various data types, including academic performance and social interactions [4] - Collaborative governance platforms can integrate feedback from students, teachers, parents, and social institutions, transforming service models from reactive to proactive [4] Group 4: Adaptive Management Mechanisms - Effective resource integration mechanisms are essential for management innovation, requiring cross-departmental collaboration to optimize service resource allocation [5] - The "management nerve center" concept from smart community initiatives can serve as a model for universities to connect student employment information with city talent pools [5] Group 5: Cultural Integration - The integration of campus culture into the design of technical platforms and service offerings is crucial for maintaining the unique identity of educational institutions while adopting modern governance practices [6][7] - Future trends in student community governance include a shift towards systematic technology architecture, proactive service models, and collaborative governance involving multiple stakeholders [7]