Text Mining Assessment of Sustainability Learning Topics at Higher Education in Japan

A. F. Urushima, N. Tokuchi, S. Hara
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Abstract

Higher education has a central role for nurturing sustainable mindsets for the future well-being of society and the environment. That is why knowledge generation, teaching, and social innovation are the main components of sustainable development goals. In this light, recent research that aims to search for best content and practices in education for sustainability has increasingly focused on the analysis of sustainability coursework, programs, and projects. However, several studies demonstrate the low presence of sustainability contents in higher education curriculum across the world, pointing to an urgent need to integrate sustainability in its varied dimensions (ecological, economic, and social) into the curriculum. In order to address the issues above, this paper will assess the correspondence of sustainability topics of interest for society at large and for university students through the use of text mining techniques. For this analysis two types of textual data were used. The first was extracted from newspaper's articles from the Asahi Shimbun, which is a reference that largely reflects the sustainability views of society. The second was extracted from students' reports written about sustainability during the courses of interdisciplinary sciences of the Liberal Arts and General Education of Kyoto University. Both types of textual data were analyzed and the results were visualized according to the frequency and co-occurrence of appearance of words. The results demonstrate that, after university learning, students became aware of their own individual role in nearby spheres of action. Moreover, the results show that the sustainability views of students and the society partially overlap with different degrees of intensity, from dissimilar contextual backgrounds. Comprehensively, while the university courses further emphasize biocentric and ecocentric views, in contrast, society's views tend to focus on topics related to policy making and the role of enterprises.
日本高等教育可持续学习主题的文本挖掘评价
高等教育在培养可持续发展的思维方式,促进未来社会和环境的福祉方面发挥着核心作用。这就是为什么知识创造、教学和社会创新是可持续发展目标的主要组成部分。在这种情况下,最近旨在寻找可持续发展教育最佳内容和实践的研究越来越多地关注于可持续发展课程、项目和项目的分析。然而,一些研究表明,世界各地的高等教育课程中可持续性内容的存在程度很低,这表明迫切需要将可持续性的各个维度(生态、经济和社会)纳入课程。为了解决上述问题,本文将通过使用文本挖掘技术来评估整个社会和大学生感兴趣的可持续性主题的对应关系。在这个分析中使用了两种类型的文本数据。第一篇文章摘自《朝日新闻》的文章,这篇文章在很大程度上反映了社会对可持续发展的看法。第二篇文章摘自京都大学文科和通识教育跨学科科学课程中学生关于可持续发展的报告。对两种类型的文本数据进行分析,并根据词语出现的频率和共现性对结果进行可视化。结果表明,在大学学习后,学生开始意识到自己在附近行动领域的个人角色。此外,研究结果显示,来自不同背景的学生和社会的可持续性观点存在不同程度的部分重叠。综合而言,大学课程进一步强调生物中心和生态中心观点,而社会观点则倾向于关注与政策制定和企业作用相关的话题。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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