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Journal : journal of information technology and computer science

Naive Bayes with SMOTE for Predicting the Competitiveness of Vocational School Graduates on Imbalanced Data (Case Study: SMK Negeri 3 Malang) Arsy Kurnia Fitri; Wijoyo, Satrio Hadi; Hariyanti, Uun
Journal of Information Technology and Computer Science Vol. 11 No. 1: April 2026
Publisher : Faculty of Computer Science (FILKOM) Brawijaya University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.25126/jitecs.111870

Abstract

Vocational high schools (SMK) aim to produce work-ready graduates. However, the open unemployment rate (TPT) for SMK graduates remains high at 9.01%, indicating a significant competency gap. This study designs a model to predict graduates workforce competitiveness using the Naive Bayes algorithm combined with the Synthetic Minority Over-sampling Technique (SMOTE). SMOTE is employed to address the class imbalance between capable and incapable graduates. The study follows the Cross-Industry Standard Process for Data Mining (CRISP-DM) methodology, utilizing academic scores and tracer study datasets. Evaluation results demonstrate that applying SMOTE with a 70:30 train-test split successfully increased model accuracy to 97%. Notably, the model effectively detects the minority class with a Recall of 90%. Furthermore, cross-validation yielded an average accuracy of 97.66%, demonstrating stable performance. Finally, the model was implemented as a web-based dashboard to serve as an early warning system for schools.
Co-Authors Abdilah, Yan Amal Abrar Erlangga, Alif Muhammad Adiastuti, Lintang Eka Adicandra, Narendra Aditya Rachmadi, Aditya Admaja Dwi Herlambang, Admaja Dwi Adzkia, Muhammad Hilmi Afranita, Yanuarin Salwa Agung Wicaksono, Satrio Aisyah, Kindi Alghiffari, Farrell Arrazi Amalia, Faiz Andi Reza Perdanakusuma, Andi Reza Apriliana, Alda Fahimah Arif Ardiansyah, Muhammad Arsy Kurnia Fitri Aswin Suharsono, Aswin Attalea Yessa, Achmad Firdaus Baehaqi Chiento Suci, Ayu Choirinnisa, Fadila Deova Redina, Danes Dewi, Fikriya Rachma Diyu Nugroho, Gavino Barca Erlangga, Alif Muhammad Abrar Faizatul Amalia, Faizatul Farisi, Hariz Febrian, Rizki Fitra Abdurrachman Bachtiar Fitri, Arsy Kurnia Fitria, Illa Hibadurrahman, Mohammad Hafidz Husodo, Safira Luthfiana Hutapea, Wilson Hamonangan Ariyanto Hwang, Wu-Yuin Ismiarta Aknuranda Istyadi, Jenita Jayadi, Delisya Junaidi Junaidi Kartika Sari, Adinda Firda Khalid Rahman, Khalid Kuncoro, Rahma Sekti Femiliyana Kurniawan, M. Fahmi Laksmana, Kumara Sahasika Maulana, Muhamad Irkham Muhammad Sulthan, Muhammad Muslimah Az-Zahra, Hanifah Nabhan, Muhammad Nadhif Nabila, Failashofi Ningrum, widya Kharisma Novita, Salma Nugroho, Alief Nurkhamid, Nurkhamid Permatasari, Desifa Prastinanda, Fadhilah Alya Pratama, Edwin Samodra Pratama, Yoga Aditya Prima Zulvarina, Prima Purba, Vera Margaretha Purnawirawan, Okta Puspita, Amelia Dhea Rafli Pradipta, Muhammad Retno Indah Rokhmawati, Retno Indah Rio Nurtantyana Riswan Septriayadi Sianturi Safie, Laquisha Dinara Sakilah, Irba Sanubari, Alif Nur Saputra, Rangga Yovie Satrio Agung Wicaksono Satrio Hadi Wijoyo Simanjuntak, Theresia Surya Sabatini siwabessy, Christian Adrianus Tassha Hoqi, M. Fahmi Taufani, Qhonitha Adilla Tri Afirianto, Tri Triutami, Tabita Wahyu Wahyudi, Valentina Priesty Wibisono Sukmo Wardhono, Wibisono Sukmo Wicaksono, Tegar Setyo Wijayanto, Dimas Reza Winarno, Adimasta Raffindani Yanuar, Athallarifky Yulis Tyaningsih, Ratna Yusi Tyroni Mursityo Zahran Elwino, Muhammad Luthfi Zanah, Yulia Husnathul Zega, Luther Risman Luosaro