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Journal : bit-Tech

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Bahasa Inggris Bahasa Inggris Handoko, Maulana Bhakti; Fauzi, Zidan Wahyu; Agung, Halim; Sofia, Detin
bit-Tech Vol. 8 No. 1 (2025): bit-Tech
Publisher : Komunitas Dosen Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32877/bt.v8i1.2577

Abstract

Selecting a major in Senior High School significantly shapes students’ academic paths and future careers. However, the current process often lacks objectivity, relying on subjective teacher consultations and academic data without standardized analysis. This study addresses this gap by developing a decision support system using the Decision Tree algorithm to assist students at Al-Istiqomah High School in choosing between science and social science majors, based on academic performance and non-academic factors like attitudes and attendance. The study follows the CRISP-DM methodology, which includes six stages: business understanding, data understanding, data preparation, modeling, evaluation, and deployment. Academic records from 123 students were used to build the model. The Decision Tree algorithm identified mathematics, biology, and physics scores as key predictors for major classification. The model demonstrated high predictive performance, with 96% accuracy, 100% precision, and 95% recall. Additionally, an Area Under the Curve (AUC) of 97% confirmed the model’s robust ability to distinguish between science and social science tracks. This system was implemented as a user-friendly web application using Streamlit, enabling students and educators to input data and receive immediate major predictions. By offering objective, data-driven recommendations, the system helps students make more informed decisions about their academic futures and provides educators with targeted, evidence-based advice. These results highlight the Decision Tree algorithm as an effective, efficient, and practical tool for enhancing the academic advising process and supporting students in selecting the major that best fits their strengths and interests.
Co-Authors Abdillah, Refa Maulana Abiel Filetus Agung Stefanus Kembau Alvin Juvianto Alvin Juvianto, Alvin Amanda, Mercedes Andreas, Andri Axell Thomas Badri, Wahid Maulana Brigitta Indrawan, Genoveva Budiman Budiman Candra, Ricky Chandra Arief Rahardja Charles Widodo Christanti Christanti CHRISTANTI CHRISTANTI, CHRISTANTI Christian, Michael Christine Christine Christine Citra, Calvin Christopher Claude Calvin Alsher Danny Steveson Edy Andersen Erlando Aubrey Nathaniel Evasaria Magdalena Sipayung, Evasaria Magdalena Farady Marta, Rustono Fauzi, Zidan Wahyu Fendra Mulia Firellsya, Gabriela Fitri Murfianti Hakim, Lukman Handoko, Maulana Bhakti Hariyanto, Ribfan Harvin Seruni I Gede Wisnu Satria Chandra Putra Ivan Ivan Ivan Ivan Januar, Rizky Jeki Sauwani Jessica Jessica Jessica Jessica Jimmy Gunawan Johanes Fernandes Andry Juardi, Try Juniana, Paula Karlo Geofandy Karman Surya Kenny Kevin Ekaputra Kevin Krisnandi Kevin Laurence Hartono Lieta Septiarysa Linda Linda Lukman Hakim M. Bucci Ryando Marchellius Yana Mario Richie Marlina Marlina Maynacky Muhamad Ali Sukrajap Nico Yunus Marselinus Novara Aulist Zakia Oscar Adriyanto Phoan, Nico Prittania Friska Octavia Rahardja, Chandra Arief Rainhard Rainhard Ramdhan, Syaipul Raphael, Stephanus Rarasati, Dionisia Bhisetya Richard Benedict Ricky Candra Ricky Raymond Ricky Ricky Rini Lestari Rizky Januar Rustono - Rustono Farady Marta Rustono Farady Marta Sandi Gautama, Sandi Septiarysa, Lieta Setiawan, Vincent Sinata, Frans SOFIA, DETIN Stefanus Kembau, Agung Stephanus Raphael Steven Steven Andreas Teady Matius Surya Mulyana, Teady Matius Thomas, Axell Tobing, Fery Tri Yatmo Noveary Try Juardi Valerian Hendri Yono Venness, Venness Vicky Budiman Vina Virshella Vitcky Nanda Putra Wang, Changsong Wilibrodus Wilibrodus Willyam Willyam Wiryadinata, Antonius Yessica Putri Santoso Yogi Swara Hendro Leksmono Yogyawan Yogyawan Yohanes Dianrizkita Yosephine, Maria Yuliana Yuliana