...
首页> 外文期刊>The International Journal of Educational Management >Improving international attractiveness of higher education institutions based on text mining and sentiment analysis
【24h】

Improving international attractiveness of higher education institutions based on text mining and sentiment analysis

机译:基于文本挖掘和情感分析提高高等教育机构的国际吸引力

获取原文
获取原文并翻译 | 示例
           

摘要

Purpose - The increasing competition among higher education institutions (HEI) has led students to conduct a more in-depth analysis to choose where to study abroad. Since students are usually unable to visit each HEIs before making their decision, they are strongly influenced by what is written by former international students (IS) on the internet. HEIs also benefit from such information online. The purpose of this paper is to provide an understanding of the drivers of HEIs success online. Design/methodology/approach - Due to the increasing amount of information published online, HEIs have to use automatic techniques to search for patterns instead of analysing such information manually. The present paper uses text mining (TM) and sentiment analysis (SA) to study online reviews of IS about their HEIs. The paper studied 1938 reviews from 65 different business schools with Association to Advance Collegiate Schools of Business accreditation. Findings - Results show that HEIs may become more attractive online if they financially support students cost of living, provide courses in English, and promote an international environment. Research limitations/implications - Despite the use of a major platform with a broad number of reviews from students around the world, other sources focussed on other types of HEIs may have been used to reinforce the findings in the current paper. Originality/value - The study pioneers the use of TM and SA to highlight topics and sentiments mentioned in online reviews by students attending HEIs, clarifying how such opinions are correlated with satisfaction. Using such information, HEIs' managers may focus their efforts on promoting international attractiveness of their institutions.
机译:目的-高等教育机构(HEI)之间日益激烈的竞争已导致学生进行更深入的分析,以选择出国留学的位置。由于学生通常无法在做出决定之前访问每个HEI,因此他们会受到前国际学生(IS)在互联网上撰写的内容的强烈影响。 HEI还可以从此类在线信息中受益。本文的目的是提供对HEI在线成功动力的理解。设计/方法/方法-由于在线发布的信息量越来越大,HEI必须使用自动技术来搜索模式,而不是手动分析此类信息。本文使用文本挖掘(TM)和情感分析(SA)研究有关其HEI的IS的在线评论。该论文研究了来自65个不同商学院的1938条评论,并获得了协会对高级商学院的认可。调查结果-结果显示,如果高校在经济上支持学生的生活费用,提供英语课程并促进国际环境,则它们可能会在网上变得更具吸引力。研究的局限性/意义-尽管使用了一个主要平台,该平台具有来自世界各地的学生的大量评论,但其他文献集中在其他类型的HEI上的其他来源也可能被用来加强本论文的发现。原创性/价值-这项研究率先使用TM和SA来强调参加HEI的学生在在线评论中提及的主题和情感,从而阐明这些观点与满意度之间的关系。高等教育机构的管理人员可以利用这些信息来集中精力提高其机构的国际吸引力。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号