研究学生满意度标准之间的关系:基于dematel和典型相关分析的混合模型

Seda Abacıoğlu, Büşra Ayan
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引用次数: 0

摘要

本研究旨在采用混合模型,运用DEMATEL和典型相关分析来探讨学生满意度标准之间的关系。该数据集来自土耳其大学满意度调查(TUSS) 2020,共包括192所大学和39386名学生。TUSS有六个因素,即“校园和校园生活的满足”、“学术支持和兴趣”、“学习机会和资源的丰富性”、“个人发展和职业支持”、“对学习体验的满意度”和“对机构管理和运作的满意度”。DEMATEL是为了了解因果关系,并将这些因素分为依赖集和独立集两类。为了更深入地研究这些集合之间的关系,进行了典型相关分析(CCA)。CCA的结果通过规范权重、规范负载、规范交叉负载、解释方差的比例和冗余指数来解释。研究结果显示,要提高学生对大学的整体满意度,就必须认真研究学生的学术支持和兴趣,以及个人发展和职业支持。
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INVESTIGATING THE RELATIONSHIP BETWEEN STUDENT SATISFACTION CRITERIA: A HYBRID MODEL BASED ON DEMATEL AND CANONICAL CORRELATION ANALYSIS
This study aims to investigate the relationship between students’ satisfaction criteria with a hybrid model, conducting both DEMATEL and Canonical Correlation Analysis. The dataset is obtained from Turkey University Satisfaction Survey (TUSS) 2020, consisting of a total of 192 universities and 39,386 students. TUSS has six factors, namely, "campus and the fulfilment of campus life”, “academic support and interest”, “richness of learning opportunities and resources”, “personal development and career support”, “satisfaction with the learning experience”, and “ satisfaction with the institution’s management and operation”. DEMATEL is conducted to understand the cause and effect relationship and group these factors into two categories as dependent and independent sets. To investigate the relationship between these sets more deeply, Canonical Correlation Analysis is (CCA) carried out. The results of CCA are interpreted through canonical weights, canonical loadings, canonical cross-loadings, the proportion of explained variance, and redundancy index. The findings of the study suggest that to increase the overall satisfaction towards the institution, academic support and interest, as well as personal development and career support, should be delved into very carefully.
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