Digitizing Recognition of Prior Learning
A Web-Based System for Enhanced Efficiency and Transparency
DOI:
https://doi.org/10.56480/jln.v6i1.1646
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Keywords:
Recognition of Prior Learning, Information System, Rapid Application Development, Cosine Similarity, Jaccard SimilarityAbstract
Recognition of Prior Learning (RPL) is an important mechanism in education for recognising learning outcomes from both formal and non-formal/informal pathways. However, the RPL process at Trunojoyo University Madura is still manual, resulting in lengthy processing times and the potential for administrative errors. This study aims to develop a web-based Cross-Level RPL Information System. The development method used is Rapid Application Development (RAD). The system is equipped with course conversion recommendation features using the Jaccard Similarity and Cosine Similarity methods. Blackbox testing on the implemented web system showed that all functionalities for the roles of Admin, RPL Students, and Assessors performed as expected ('Met'). The course conversion recommendation feature demonstrated a precision of 83.33%, recall of 46.88%, and an F1-Score of 60.00%, indicating good accuracy in recommendations but still room for improvement in the scope of identification. The development of this system successfully provides a digital solution with the potential to enhance efficiency, accuracy, and transparency in RPL management.
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Copyright (c) 2025 Muhammad Revanza, Mas Diyasa I Gede Susrama, Hanindia Prami Swari Made

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