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All Journal Jurnal Pekommas Proceeding SENDI_U E-Dimas: Jurnal Pengabdian kepada Masyarakat Sinkron : Jurnal dan Penelitian Teknik Informatika MATRIK : Jurnal Manajemen, Teknik Informatika, dan Rekayasa Komputer Journal Of Agritech Science (JASc) Jambura Journal of Informatics Bitnet: Jurnal Pendidikan Teknologi Informasi MEDIALOG: Jurnal Ilmu Komunikasi Jurnal Review Pendidikan dan Pengajaran (JRPP) Musamus Journal Of Research Information and Communication Technology Jurnal Informasi dan Teknologi Vocatech : Vocational Education and Technology Journal Respati Community Development Journal: Jurnal Pengabdian Masyarakat Jurnal Pengabdian kepada Masyarakat Nusantara Jurnal Sibermas (Sinergi Pemberdayaan Masyarakat) Teknika International Journal of Computer and Information System (IJCIS) Journal Automation Computer Information System (JACIS) Inverted Jurnal Ilmiah Sistem Informasi dan Teknik Informatika (JISTI) Journal of Scientech Research and Development Digital Transformation Technology (Digitech) Jurnal Pengabdian Masyarakat Waradin Geosfera: Jurnal Penelitian Geografi Geographica: Science and Education Journal Jurnal Penelitian Sistem Informasi Pawarta: Journal of Communication and Da'wah Jurnal Riset Sistem dan Teknologi Informasi Diffusion: Journal of Systems and Information Technology Journal of Renewable Engineering Jurnal Abdimas Mahakam
Rahmat Taufik R.L Bau
Program Studi Sistem Informasi, Fakultas Teknik, Universitas Negeri Gorontalo
Religion Agriculture, Biological Sciences & Forestry Humanities Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Immunology & microbiology Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Library & Information Science Mechanical Engineering Medicine & Pharmacology Public Health Social Sciences Other

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Journal : Journal of Renewable Engineering

 1 
Integrating Large Language Models into Decision Support Systems for Objective Student Competition Participant Selection Eka V. Dangkua; Fazrul Anugrah Sahi; Nikmasari Pakaya; Indhitya R. Padiku; Muchlis Polin; Rahmat Taufik R. L Bau
Journal of Renewable Engineering Vol. 3 No. 2 (2026): JORE - April
Publisher : Pt. Anagata Sembagi Education

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62872/wfdsxn09

Abstract

The selection process for competition participants in the Informatics Engineering Department at Gorontalo State University is still carried out manually, potentially leading to subjectivity and suboptimal identification of deserving students. This study developed an artificial intelligence-based selection system using a Large Language Model (LLM) integrated with the Retrieval-Augmented Generation (RAG) approach. The developed system, named Scout, recommends competitions that match student profiles based on academic data, interests, experience, and achievements. The system evaluation used the Precision@K and Hit@K metrics to measure recommendation accuracy, and RAGAS to assess the quality of retrieval and chatbot responses. Test results showed that the Scout system obtained a Precision@3 score of 0.87 and a Faithfulness score of 0.91, indicating high recommendation relevance and factual consistency. Thus, the implementation of LLM and RAG has proven effective in increasing the objectivity and efficiency of the selection process and has the potential to become the basis for the development of an AI-based academic decision support system in higher education
Co-Authors A, Hermila A Abdari, Vikky Alamsyah Abdul Aziz Bouty Abdul Wahab Thomas Abdul, Siti Sabrina Ramadanti Abdulaziz Ahmed siyad Adnan Engelen Ahsan, Muhammad Rafiqudin Ahsan, Muhammad Rafiqudin Alfian Zakaria Amrullah, Ahmad Afief Amrullah, Ahmad Afief Andi Muh Akbar Saputra Antula, Nur Savira Arief Setyanto Arip Mulyanto Awing, Namira Budiyanto Ahaliki Dai, Roviana H. Dessy Hariyanti, NK Desy Shintia H Kiding Dwinanto, Arif Eka V. Dangkua Ema Utami Engelan, Adnan Enny Diah Astuti Fatma Hasan Fazrul Anugrah Sahi Hamdani, Nahrowi Hendrayanto . Hendrayanto Hendrayanto Hermila A Hermila A Hilal Bouti Indhitya R Padiku Indra Farman Indrawan Indrawan Ismaul Fitroh Ita Permatahati Iwan Henri Kusnadi Jemmy A Pakaya Juniarti, Gita Kasim, Alwi Arridha B Lahay, Sri Nilawaty Lanto Ningrayati Amali Leonardi, Andre Lillyan Hadjaratie M. Kadir, Nur Tsala Satun Marsujitullah Marsujitullah Mas'ud, Huzaima Moh. Hidayat Koniyo Mohamad Reza Putra Faren Idris mohammad syafri tuloli Muchlis Polin Muhammad Akram Mursalim Muhammad Rifai Katili Mukhlisulfatih Latief MUTHIA NAHROWI HAMDANI Nasiru, La Ode Gusman Nggego, Dedy Abdianto Nikmasari Pakaya Pakaya, Jemmy A. Pakaya, Nikmasari Pala, Nisya Fiscadilla Patawaran, Nilfred Refly K. Batalipu Rezky Nurbakti Romanda Hippy Siti Sabrina Ramadanti Abdul Sitti Suhada Siwa, Siswanto Siyad, Abdulaziz Ahmed Sri Ayu Ashari Sri Maryati Sry Yunarti Sudirman, Randi Tajuddin Abdillah Tantoni, Ahmad Tantoni, Ahmad Utina, Iin Winda Olivia Pakaya Wira Pratama Rumambie Wulandari Adam