Development of academic community recommendation system using content-based filtering at UIN Malang Informatics Engineering Study Program

Zuhri, Abdurrozzaaq Ashshiddiqi, Kusumawati, Ririen ORCID: https://orcid.org/0000-0001-6090-7219, Yaqin, Muhammad Ainul, Anwar, Aldian Faizzul and Pahlevi, Achmad Fahreza Alif (2025) Development of academic community recommendation system using content-based filtering at UIN Malang Informatics Engineering Study Program. J-INTECH: Journal of Information and Technology, 13 (01). pp. 157-166. ISSN 2303-1425

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Abstract

The mismatch between the number and quality of Information and Communication Technology (ICT) talents and industry needs in Indonesia creates significant challenges, especially for Informatics Engineering students who often experience difficulties in determining the appropriate professional field. This research aims to develop a content-based filtering-based academic community recommendation system to help students choose communities that are relevant to their interests, skills and experience. The system uses TF-IDF and cosine similarity methods to match student profiles with community descriptions. Data was collected from 48 students and 10 academic communities in the Informatics Engineering Study Program of UIN Malang, and processed through preprocessing stages before modeling. Evaluation results using the System Usability Scale (SUS) resulted in a score of 76, which is categorized in the “good” level, However, users indicated the need for improved guidance in navigating the system. This system is expected to be an innovative solution to increase student participation in appropriate academic communities, as well as support the development of their potential and readiness for the world of work

Item Type:	Journal Article
Keywords:	Academic Community; Content-Based Filtering; Recommendation System; System Usability Scale
Subjects:	08 INFORMATION AND COMPUTING SCIENCES > 0801 Artificial Intelligence and Image Processing > 080105 Expert Systems 08 INFORMATION AND COMPUTING SCIENCES > 0803 Computer Software > 080309 Software Engineering 08 INFORMATION AND COMPUTING SCIENCES > 0803 Computer Software 08 INFORMATION AND COMPUTING SCIENCES > 0806 Information Systems 09 ENGINEERING > 0915 Interdisciplinary Engineering
Divisions:	Graduate Schools > Magister Programme > Graduate School of Informatics Engineering
Depositing User:	Ririen Kusumawati
Date Deposited:	14 Jul 2025 09:37

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