通过贝克模型理解中国高等教育中的数据驱动决策方法

Usama Kalim, S. Bibi
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引用次数: 0

摘要

在世界范围内的高等教育中,基于数据做出决策正在演变。中国的高等教育机构也在采用这种数据驱动决策的趋势,以提高高等教育的质量标准。然而,数据驱动决策(DDDM)方法最近在中国发展起来,基于数据的决策模型仍然不成熟。因此,本研究通过一个已建立的理论数据模型视角,对中国高等学校的DDDM方法进行了研究,以突出其一些不完善之处和不足之处。本研究通过探索一所案例大学的数据挖掘实践,分析了DDDM方法在中国高等教育中的应用。以一所中国顶尖大学为样本进行了案例研究。为了探索DDDM的实践,在教师和大学层面进行了多次采访。结果表明,中国大学DDDM方法与建立的Bakers模型是一致的。然而,与理论模型相比,数据挖掘的范围在某些领域是有限的。该大学在使用DDDM所需的高级应用程序和软件方面也落后了。这项研究的结果突出了DDDM方法在中国高等教育中的一些不成熟之处。研究结果可用于进一步改进中国高等学校的DDDM方法,以确保更有效的决策。
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Understanding data-driven decision making approach in Chinese higher education through the lens of Bakers model
Making decisions based on data is evolving in higher education worldwide. Higher education institutions (HEIs) in China are also adopting this trend of data-driven decision making to improve the quality standards in higher education. However, the data-driven decision making (DDDM) approach has recently evolved in China, and the data based decision-making models are still immature. Therefore, this study investigates the DDDM approach of Chinese HEIs through an established theoretical data model lens to highlight some of its immaturities and weaknesses for improvement. The study analyzes the DDDM approach in Chinese higher education by exploring the data-mining practices of a case study university. A leading Chinese university has been taken as a sample case study. The multiple interviews have been taken at both faculty and university levels to explore the DDDM practices. The results suggest that the Chinese university DDDM approach is consistent with the established Bakers model. However, the scope of data mining is limited in some areas when compared with the theoretical model. The university is also behind in using advanced applications and software required for DDDM. The results of this study highlight the DDDM approach in Chinese higher education and some of its immaturity. The results can be used to improve the DDDM approach in Chinese HEIs further to ensure more effective and efficient decision-making.
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来源期刊
International Journal of Chinese Education
International Journal of Chinese Education Social Sciences-Education
CiteScore
2.40
自引率
0.00%
发文量
29
期刊介绍: The International Journal of Chinese Education (IJCE) is a result of the collaboration between Brill Academic Publishers and the Institute of Education at Tsinghua University. It aims to strengthen Chinese academic exchanges and cooperation with other countries in order to improve Chinese educational research and promote Chinese educational development. Through collaboration among scholars in and outside of China who are dedicated to the investigation of Chinese education, this journal aims to raise Chinese educational research levels, further recognize and solve Chinese educational problems, inform Chinese educational policies and decisions, and promote Chinese educational reform and development. This journal welcomes empirical as well as theoretical studies on particular educational issues and/or policies.
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