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Analysis and Design of Decision Support System Dashboard for Predicting Student Graduation Time

机译:预测学生毕业时间的决策支持系统仪表板的分析与设计

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Information Systems is one of the existing study program at Telkom University that has produced many graduates since it was established in 2008. However, not all graduates produced successfully completed the study period during the four years of normal study. The percentage of graduates on time has some decline between the target and the achievement of the study program. From academic year 2014/2015 to 2016/2017 decrease annually about 1% every year, which is it becomes problems for the credibility and existence of study program and also for academic planners who may have an impact on accreditation assessment process of the study program when it is audited. One of the efforts that can be done by the study program to increase the students on time graduation rate is by making decision support system dashboard that giving early warning to the lecturer or the head of the study program if there are students who are predicted not to graduate on time. By using the C4.5 algorithm to perform the data analysis by looking at the causes of student's graduation time and pureshare methodology to perform dashboard development method. The result of this study is a prototype of decision support system dashboard, because there are lack of analysis in decision making and the dashboard only showing information and temporary prediction. The data model that used on this research is labeling data that has been processed using C4.5 algorithm and data that has been through data cleansing process using Pentaho Data Integration. This prototype is expected to be used as a reference base to support academic planners in order to make this application run with real time data.
机译:信息系统是Telkom大学现有的学习计划之一,自2008年成立以来,已经培养了许多毕业生。但是,并不是所有培养出的毕业生都能在正常学习的四年中成功完成学习期。在目标和学习计划的完成之间,准时毕业的百分比有所下降。从2014/2015学年到2016/2017学年,每年减少约1%,这成为学习计划的信誉和存在以及对于可能对学习计划的认证评估过程产生影响的学术计划者的问题已审核。学习计划可以提高学生按时毕业率的一项工作是通过建立决策支持系统仪表板,如果预计会有学生不愿向讲师或学习计划负责人发出预警。准时毕业。通过使用C4.5算法通过查看学生毕业时间的原因进行数据分析,并使用pureshare方法执行仪表板开发方法。这项研究的结果是决策支持系统仪表板的原型,因为决策中缺乏分析,仪表板仅显示信息和临时预测。这项研究中使用的数据模型是标记使用C4.5算法处理的数据和使用Pentaho Data Integration进行数据清理过程的数据。该原型有望用作支持学术计划者的参考基础,以使该应用程序能够实时运行数据。

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