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Elly Ana
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Journal : PARADIGM : JOURNAL OF MULTIDISCIPLINARY RESEARCH AND INNOVATION

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PREDICTION OF STUDENT LEARNING MASTERY IN INFORMATICS USING A MACHINE LEARNING APPROACH Tianda, Izhar Muhammad; Ana, Elly
PARADIGM : Journal Of Multidisciplinary Research and Innovation Vol 3 No 02 (2025): PARADIGM : Journal Of Multidisciplinary Research and Innovation
Publisher : Pusat Studi Ekonomi Publikasi Ilmiah dan Pengembangan SDM

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62668/paradigm.v3i02.1994

Abstract

This study aims to develop a robust machine learning framework for predicting student learning mastery in Informatics subjects. The research employs a supervised learning approach using assessment-based features derived from student academic records. Due to limitations commonly found in real educational data, including imbalance and data leakage risks, synthetic data generation and feature engineering were applied to support controlled experimentation. Several classification models were implemented to evaluate the stability and consistency of the proposed framework. The results indicate that the models were able to consistently distinguish between students who achieved learning mastery and those who did not. The comparable performance across different modeling approaches suggests that the predictive capability is driven by the methodological design rather than dependence on a specific algorithm. This study demonstrates that machine learning can provide a reliable and interpretable tool to support data-driven evaluation and early intervention in Informatics education.
Co-Authors Abdillah, Adrian Wahyu Adma Novita Sari Aflaha, Nabila Shafa Agnes Happy Julianto Ain, Dzuria Hilma Qurotu Aldawiyah, Najwa Khoir Amalia, Nadinta Kasih Ameliatul 'Iffah Anggriawan, Muhammad Rizal Ardi Kurniawan Ariyawan, Jovansha Astuti, Aprillia Aulia, Niswa Faizah Budijono, Gabriella Agnes Darmawan, Kezia Eunike Davina Shafa Vanisa Dewanty, Sanda Insania Dewi, Berlianti Alisa Dita Amelia Dita Amelia Dita Amelia, Dita Dwiyanto, Adelia Sukma Fauzi, Doni Muhammad Fitri, Marfa Audilla Fitriyani, Mubadi’ul Fortunata, Regina Ghasani, Anisah Nabilah Gunawan, Syifa' Azizah Putri Hardiansyah, Fernanda Rizky Humaira, Edla Putri Inneztiana, Alya Rahma Khairian, Farhan Aldan Kurnia, Rizky Dwi Kusuma, Shalwa Oktavia M. Fariz Fadillah Mardianto Mahadesyawardani, Arinda Marbun, Barnabas Anthony Philbert Marpaung, Josua Ronaldo Davico Marthabakti, CitraWani Mochammad Baihaqi Muhammad Rosyid Ridho Az Zuhro Nitasari, Alfi Nur Nugroho, Hariawan Widi Nurdin, Nabila Pambudi, Daffa Satrio Pratama, Fachriza Yosa Putra, Mochamad Rasyid Aditya Putri, Farah Fauziah Rahmada, Indrastanto Oktodian Rahmanita, Tentri Ryan Ramadhan, Achmad Wahyu Ramadhani, Maulana Syah Putra Ramadhanty, Devira Thania Salsabila, Fatiha Nadia Sari, Ni Wayan Widya Septia Sediono, Sediono Shafira Renianti, Fayza Siagian, Kimberly Maserati Suliyanto Suliyanto Suliyanto Suliyanto Suryono, Alda Fuadiyah Syaugi Sungkar, Salman Tagawa, Dustin Nathanael Tianda, Izhar Muhammad Toha Saifudin Toha Saifudin Vanisa, Davina Shafa Wibawa, Yoga Setya Wulandari, Indana Zulfa Zahrani, Vista Vanadya Zhafirab, Azizah Atsariyyah