Instal : Jurnal Komputer
Vol 17 No 08 (2025): Instal : Jurnal Komputer

Applying Process Mining to Analyze Anomalies in Student Registration

Wisudiawan, Gede Agung Ary (Unknown)
Sardi, Indra Lukmana (Unknown)



Article Info

Publish Date
02 Oct 2025

Abstract

This study applies process mining to analyze the student course registration process using activity log data from the SIRAMA application. A process model was discovered and evaluated through conformance checking by comparing it with the standard operating procedures (SOP) to detect anomalies. Four key metrics were employed: fitness, precision, generalization, and simplicity. The evaluation results reveal a fitness score of 0.846, indicating that most events in the log are represented by the model, although some transitions remain uncaptured. The relatively low precision score of 0.69531 suggests that the model is overly permissive, allowing many potential paths that never occurred in practice. In contrast, the generalization score of 0.99992 demonstrates that the model is highly robust, capable of representing unseen but valid cases without overfitting. Further audit and analysis identified three anomalous transitions: “Start” directly followed by “DELETE,” “Start” followed by “SIAP REGISTRASI” without prior “ADD,” and “ADD” directly followed by “END.” Expert validation confirmed that these anomalies were not user-driven but caused by technical issues such as delayed log writing (non-atomic transactions) and timestamp overflow errors. To mitigate such anomalies, this study recommends enforcing ACID principles—particularly atomicity—along with strict timestamp validation and automatic correction of invalid log formats. The findings highlight that process mining is not only effective for modeling real-world academic processes but also serves as a diagnostic tool for detecting systematic deviations and improving system reliability

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Journal Info

Abbrev

Instal

Publisher

Subject

Computer Science & IT Decision Sciences, Operations Research & Management

Description

Focus And Scope Instal : Jurnal Komputer is a peer-reviewed scientific journal published by CV. Cattleya Darmaya Fortuna which has been published since 2009. The aim of this journal is to publish high-quality articles dedicated to all aspects of the latest outstanding developments in the field of ...