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Journal : International Transactions on Education Technology (ITEE)

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Applying Data Science to Analyze and Improve Student Learning Outcomes in Educational Environments Anwar, Nizirwan; Juanda; Anderson, James; Williams, Tane
International Transactions on Education Technology (ITEE) Vol. 3 No. 1 (2024): International Transactions on Education Technology (ITEE)
Publisher : Pandawan Sejahtera Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33050/itee.v3i1.679

Abstract

This study explores the application of data science to analyze and improve student learning outcomes within educational environments, responding to the increasing demand for data-driven approaches in education. The objective is to identify key performance indicators that influence learning success and to develop predictive models that support personalized academic interventions. The research applies a mixed-method approach, combining quantitative data analysis from student records and qualitative insights gathered from educational stakeholders. Machine learning algorithms and statistical models are employed to identify patterns and relationships within large datasets, helping to pinpoint factors such as attendance, engagement levels, and assessment performance that most strongly correlate with learning outcomes. Results indicate that predictive models can effectively forecast student performance, allowing educators to proactively support at risk students and tailor learning experiences to individual needs. Furthermore, the findings demonstrate that integrating data science tools into educational decision-making can improve not only academic outcomes but also institutional strategies for student success. This study concludes that data science offers substantial potential for enhancing learning environments, enabling a more responsive and personalized education system that supports each student’s unique journey towards academic achievement
Co-Authors Abdul Khair Adhe Anggry Afandi, Iswan Afifah Agussalim AJ, Andi Ahmad Hafiidhy, Luthfi Amaliah, R Ananto, Nanda Anderson, James Andi Pranata Annisa Ardearini Anwar, Fadel Asih Suryati Astriyanti Aufa, Mahrani Ayu Indriani Azis Bano, Yani Maria Candra Permana, Agi candra permana Chairul Amriyah Deni deni Desiana Febi Deti Elice Dewi Hasanah Dimas Aji Guntoro Dinda Pertiwi Busman Djamil, Hasim Dwi Andayani Budisetyowati, Dwi Andayani Dwi Atmoko Dwi Zulfita Eko Sulistyo Emir Adzan Syazali Fadli Faiz Syafiq Ubaidillah, Ahmad Fajar Fajar Fatihah, Nurul Fidri Sadri Firminius Marianus Sedo Seka Fitri Yani Hadiatati, Eti Ibrahim, Muliaty IMAM SANTOSO Imansyah, M. Aditiya Indra Dwisaputra Indun, Indun Intang, Darlis Irawan , Agus Joko Sriwidodo Juanda, Ogiandhafiz Jumadi Junior, Maldini Radjab Jusri Kevin Setiawan Khairullah, Khairullah Koko Bustami Lalenoh, Ester Aprilia Liubana, Metropoly Merlin J. Maharani, Kharisma Maizuar Maizuar Marcelina, Hana Tasya Mei Maria, Maria Winona Kidi Martinus Buulolo Maulana, Mizan Maulidi Maulidi Miswandi, Miswandi Muhadam Labolo Muhammad Hilmy, Nabil Muhammad Rapi Muhammad Saifrizal Muhammad Yunus Mujiburrahmad Mustofa Fathurrahman, Iqbal Nanda Pranandita Nasrullah Nasrullah Nasution, Ahmad Sawil Nizirwan Anwar novi, Novi Hefriyanti Nurhalimah Hasan Nurya, Anis Ocsirendi Ogiandhafiz Juanda Patonah Patricia, Fhelisha prasetyo, Iksan Pristiansyah, Pristiansyah Purwani Sari, Retno Ramli Ramli Riadi Suhendra Rika Lestari Robert Napitupulu Rollastin, Boy Roperiadi Saragih, Friska Setiawani Sarrun Sarwo Edy Handoyo, Sarwo Edy Silvina, Tika Simahatie, Mai Sofyan Sofyan Suarni Syam Saguni, Suarni Syam Subiyakto, Achmad Edi Sujarwo Sujarwo Sukhairi , T. Arriessa Sulastriningsih Djumingin Susanti, Apryani Taqi Kirey Devana, Marsya Taufik Taufikurahman Trisni, Devi Nur Triyanto, Romy Ade Tumatul Ainin, Dewi Wahyudi, Ardi Waldan, Bavari Muhammad Wasis Susetio Wesli Wesli Widijowati, Rr. Dijan Widya Dwi Juliyanti Williams, Tane Yolanda, Evril Yuliyanto Yunita Asman Yunus, Reski Yusrini Islamiah Yusdiana, Yusdiana Zarviansyah, Putra Zikrillah, Zikrillah Zulfikar Ali As, Zulfikar Ali