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Web Intelligence in Higher Education: A Study on the Usage of Business Intelligence Techniques in Education

机译:高等教育中的网络智能:商业智能技术在教育中的应用研究

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The usage of web intelligence systems in Education has been growing in the last years. The large amount of papers, dissertations and articles about this topic, created in the last decade, is a proof of the investment in the research of this theme. This paper has the main purpose of obtaining a better comprehension of the benefits and the disadvantages of implementing this type of systems to improve the way that we learn and teach. With this main goal in mind and considering that a simple analysis of a normalized database is not sufficient, a Web Intelligent System (WIS) was designed. This type of implementation allows the evaluation of large amounts of data (in this case related to Education), with a lot of incoherences, most of the time, which could be more easily analyzed with the help of the tools, supplied by these systems. This study was conducted with a sample of more than 133 students, that attended the course of Web Programming, in MiEGSI (master's degree in Information Systems) in University of Minho. With the WIS, it was possible to understand the main reasons that lead to success or retention in education, if this type of implementation was well accepted and used by the students, along with other important aspects, which can be verified by the results obtained. The application was accessed 21349 times, which means, in average, every student accessed it 143 times. The rate of retention is 10.5 % which corresponds to a total of 14 students that did not achieve success within the course. In average 25 students did not attend the classes, which links to the principal cause of retention.
机译:近年来,网络智能系统在教育中的使用一直在增长。在过去的十年中,大量有关该主题的论文,论文和文章证明了对该主题研究的投入。本文的主要目的是更好地理解实施此类系统以改进我们的学习和教学方式的利弊。考虑到这一主要目标,并考虑到仅对规范化数据库进行简单分析是不够的,因此设计了Web智能系统(WIS)。这种类型的实现方式允许在大多数情况下评估大量数据(在这种情况下与教育有关),并且存在很多不连贯性,而这些不连贯性可以借助这些系统提供的工具更轻松地进行分析。这项研究的样本来自Minho大学MiEGSI(信息系统硕士学位)的133多名学生,他们参加了Web编程课程。借助WIS,如果学生很好地接受并使用了这种实施方式,那么就可以了解导致教育成功或保留的主要原因,以及其他重要方面,这些方面可以通过获得的结果加以验证。该应用程序被访问了21349次,这意味着平均每个学生都对其进行了143次访问。保留率是10.5%,对应于总共14名在课程中未取得成功的学生。平均而言,有25名学生没有上课,这与保留的主要原因有关。

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