Publication: Automatic evaluation system for academic achievers
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Date
2025-05
Journal Title
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Publisher
Don Mariano Marcos Memorial State University – Mid La Union Campus
Don Mariano Marcos Memorial State University - Mid La Union Campus
Don Mariano Marcos Memorial State University - Mid La Union Campus
Abstract
This study developed and evaluated the Automatic Evaluation System for Academic Achievers (AESFAA) for Don Mariano Marcos Memorial State University using the MERN stack. Utilizing a descriptive developmental approach, the system aimed to automate the identification of the top 10% of students per year level through a cluster-based analysis of academic performance, with GPA as the primary metric. The system was evaluated using the ISO/IEC 25010:2011 software quality standard, focusing on functional suitability, performance efficiency, reliability, security, and maintainability. Results showed that the AESFAA was successfully designed and developed, exhibiting strong functionality, user-friendliness, and scalability. It received consistently high mean scores across all quality attributes, confirming its effectiveness, reliability, and readiness for academic application. The study concludes that AESFAA is a viable and efficient tool for automating the academic achiever evaluation process and is recommended for institutional implementation.
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Keywords
Student evaluation, Academic awards, Educational information systems, Decision support systems
Citation
Esperanza, R.V.,Jr.(2025). Automatic evaluation system for academic achievers. [Unpublished Undergraduate Thesis]. Don Mariano Marcos Memorial State University – Mid La Union Campus, City of San Fernando, La Union. Lakasa ti Sirib, DMMMSU Institutional Repository.