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Agus Efendi
Universitas Veteran Bangun Nusantara Sukoharjo
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Journal : Journal La Edusci

 1 
Personalizing Student Major Selection through Artificial Neural Network Prediction Models Palupi, Dian Exsi; Liantoni, Febri; Efendi, Agus
Journal La Edusci Vol. 6 No. 2 (2025): Journal La Edusci
Publisher : Newinera Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37899/journallaedusci.v6i2.2312

Abstract

This research focuses on a well-known problem in secondary education that a student may have a hard time in choosing their study major to fit their interest, gifts, and long-term goals. Concentrating on the SAINTEK (science and technology) and SOSHUM (social sciences and humanities) streams of Indonesian high schools, the study will incorporate an Artificial neural network (ANN) to provide an insight into the student preferences based on multidimensional data through modeling and predicting purposes. A 44-item questionnaire was distributed to 205 students of SMA Negeri 1 Karanganom to gather the inputs that involved personal interests, parental influence, career perspective, and psychosocial characteristics. It was trained and validated with Stratified K-Fold Cross Validation that delivered good performance scores of average accuracy at 87% and precision value at 89- 91 recall and an F1-score of 90. In addition to the algorithmic validation, qualitative interviews of some of the students indicated that the prediction of the model corresponds to what these students perceive about their academic leanings. The obtained results argue that ANN systems can be used, not only as an error-free classifier but also as an educational decision-support system that can be used to augment student guidance with personally-tailored, data-driven advice. The proposed study locates ANN in the larger pedagogical mission of responsiveness and student-centered planning as such, the study also advances the new discourse of ethical and effective uses of artificial intelligence in education.
Co-Authors Abidin*, Zainul Ahoen, Bahori Akhmad Arif Musadad Al Anshori, Ahmad Zakariya Alfi Sahri Andrik Purwasito Anggoro Pudyastowo, Purbo Ariyanto, Yuyun Asfihani, Muhammad Lutfi Astuti, Puwani Indri badriyah, Nurul lailatul Bambang Ikhwanto Bani Sudardi Basori Basori Budihardjo, Billy Cahyono, Budi Tri Caroline, Reza Cucuk Wawan Budiyanto Deny Tri Ardianto Deswijaya, Adi Deswijaya, R Adi Deswijaya, R.Adi Dwi Maryono Endrayani, Iin Erika Laras Astutiningtyas Fatma Sukmawati, Fatma Febri Liantoni, Febri Fitriani, Migut Gunarhadi Gunarhadi Gunarhadi, Gunarhadi Handayani, Agustia Hapsari, Pradnya Paramita Harsono Harsono Harsono Hornay, Nandito Fernandes Januar Budi Asmari Julianto, Nur Kusumawardani, Seftia Masruri, Muhammad Agil Maulana, Iwan Mohamad Zain Musa, Mohamad Zain Muhammad Akhyar Muhammad Farid Wadjdi Muhammad Hafidz, Muhammad Munawir Yusuf Nur Atikasari Nur Auliyani, Zalfa Zahiroh Nurul Humaidah Nuryani Tri Rahayu Nuryani Tri Rahayu Palupi, Dian Exsi Pambudi, Nugroho Agung Pardyatmoko , Pardyatmoko Pardyatmoko, Pardyatmoko Pradnya Paramita Hapsari Pratama, Alvonda Rizqi Pratiwi, Intan Ajeng Priyatiningsih, Nurpeni Purwaningsih, Lisa Purwanto, Andrias Puspanda Hatta Qodr, Taufiq Subhanul R. Adi Deswijaya Rahmatullah, Putera Islamiyadi Rizkiana, Ajeng Roemintoyo Roemintoyo Samin Santosa, Eka Budhi Sari, Damar Fatika Setyarto Setyarto Singgih Subiyantoro Siswandari Siswandari, Siswandari Sri Sumaryati Sri Yamtinah Sudianto, Sudianto Sulistiyo, Budi Taufik Hidayat Tigowati Tigowati, Tigowati Tiyarno, Raka Pratama Tri Widiatmi Tri Widiatmi Vitariyanti, Diyan Wakit Abdullah Rais Widyaloka, Dhagan - Wulansari, Puput Yudianto Sujana Yudianto Yudianto