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Business Process Analysis of Academic Information System Application using Process Mining (Case Study: Final Project Module)

机译:使用流程挖掘的学术信息系统应用程序的业务流程分析(案例研究:最终项目模块)

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The development of information technology is currently influencing the organization; one of them is Telkom University. Online-Based information technology at Telkom University, namely the Integrated Academic Information System (I-Gracias). I-Gracias is an Academic Information System owned by Telkom University that provides services both academically and non-academically. One of the menus in i-Gracias is the TA / PA application; this menu intends for students who will take the bachelor degree final project and will carry out the bachelor degree final project. Based on the current procedure, the service standards for the TA / PA I-Gracias application provided do not have specific service time limits. There are differences in service for each user in the TA / PA application activity. Therefore, to find out the actual operations in this application, a modeling process is needed to find out the activities that have the longest time. Identification of the modeling process is made by using the process mining approach and utilizing the I-Gracias log event. The modeling process uses the Heuristic Miner modeling technique aimed at modeling the process and finding the best fitness value. The heuristic miner algorithm is chosen because of its ability to handle event logs with noise and can display primary behavior from existing business processes. After getting the modeling, then analyzing the bottleneck for the procedure. Based on the conformance checking results, the best fitness value is 0.98492914, the precision value is 0.7015873, and the structure value is 1. Modeling in performance analysis shows that there are bottlenecks in the activity of uploading proposals and completeness of print trial activities. Bottleneck shows the problem related to the bachelor degree final project guidance application.
机译:信息技术的发展目前正在对该组织产生影响; Telkom大学就是其中之一。电信大学的在线信息技术,即综合学术信息系统(I-Gracias)。 I-Gracias是Telkom大学拥有的学术信息系统,可提供学术和非学术服务。 i-Gracias中的菜单之一是TA / PA应用程序。此菜单适用于将接受学士学位期末计划并执行学士学位期末计划的学生。根据当前程序,所提供的TA / PA I-Gracias应用程序的服务标准没有特定的服务时间限制。 TA / PA应用程序活动中每个用户的服务有所不同。因此,要找出该应用程序中的实际操作,需要建模过程来找出时间最长的活动。通过使用过程挖掘方法并利用I-Gracias日志事件来确定建模过程。建模过程使用启发式Miner建模技术,旨在对过程进行建模并找到最佳适用性值。选择启发式矿工算法是因为它具有处理带有噪声的事件日志的能力,并且可以显示现有业务流程中的主要行为。获得建模后,然后分析该过程的瓶颈。根据一致性检查结果,最佳适应度值为0.98492914,精度值为0.7015873,结构值为1。性能分析中的建模表明,上传建议的活动和印刷试验活动的完整性存在瓶颈。瓶颈显示了与学士学位的最终项目指导应用有关的问题。

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