Application of SmartPLS in Analyzing Critical Success Factors for Implementing Knowledge Management in the Education Sector

Greisy Jacqueline, Yulia Putri Ayu Senjaya, M.Zaki Firli, Ahmad Bayu Yadila
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Abstract

This research explores the critical success factors influencing the implementation of knowledge management in the education sector, employing Structural Equation Modeling (SEM) with SmartPLS as the analytical tool. The study addresses the intricate challenges inherent in knowledge management within educational environments, aiming to provide a nuanced understanding of the factors contributing to successful implementation The conceptual framework identifies key factors, including HRM-Driven Knowledge Sharing, IT Integration in Teaching Practices, Organizational Culture Alignment, Perceived Effectiveness of Teacher Training, and Perceived Top Management Support. The chosen methodology, utilizing SmartPLS, is justified for its suitability in handling challenges associated with small sample sizes and non-normal data distributions. The data analysis reveals the generally robust reliability of constructs but also underscores potential concerns related to discriminant validity among certain variables. The research contributes significantly to the understanding of critical success factors for knowledge management in education. However, the conclusion suggests the need for refinement in the conceptual model to enhance the validity and applicability of the findings. In conclusion, this research offers a comprehensive perspective on the complexities of implementing knowledge management in the education sector. The findings pave the way for potential enhancements to the conceptual model, aiming to elevate the effectiveness of knowledge management practices within educational contexts.
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应用 SmartPLS 分析教育部门实施知识管理的关键成功因素
本研究以 SmartPLS 结构方程模型(SEM)为分析工具,探讨了影响教育部门实施知识管理的关键成功因素。概念框架确定了关键因素,包括人力资源管理驱动的知识共享、教学实践中的信息技术整合、组织文化一致性、感知的教师培训效果和感知的高层管理支持。采用 SmartPLS 方法的理由是,该方法适用于处理与小样本量和非正态数据分布相关的挑战。数据分析揭示了建构的总体稳健可靠性,但也强调了与某些变量之间的判别有效性有关的潜在问题。这项研究极大地促进了对教育领域知识管理关键成功因素的理解。不过,结论表明,有必要完善概念模型,以提高研究结果的有效性和适用性。总之,本研究为教育部门实施知识管理的复杂性提供了一个全面的视角。研究结果为概念模型的潜在改进铺平了道路,旨在提高教育领域知识管理实践的有效性。
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