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Fakultas Ilmu Komputer, Universitas Amikom Yogyakarta
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Journal : Science Information System and Technology

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Safe Gaming Analytics: Gender- and Age-Aware Machine Learning Using XGBoost for Game Player Engagement Prediction Hartatik, Hartatik
West Science Information System and Technology Vol. 2 No. 03 (2024): West Science Information System and Technology
Publisher : Westscience Press

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.58812/wsist.v2i03.2150

Abstract

The rapid growth of online gaming has created both opportunities and challenges, particularly regarding the safe participation of diverse demographic groups. While prior research has predominantly focused on monetization and retention, there is limited work on predictive analytics that promotes healthy gaming habits. (Introduction) This study presents a safe gaming analytics framework that applies a gender- and age-aware machine learning approach to predict player engagement levels. (Methods) Using Extreme Gradient Boosting (XGBoost) and a dataset of 8,095 online game players from Asia as a case study, the model achieved strong predictive performance (Accuracy = 0.908, Precision = 0.910, Recall = 0.899, F1-score = 0.904). Feature importance analysis identified weekly playtime, session frequency, and average session duration as the most influential predictors of engagement. (Results) Gender- and age-based analysis revealed distinct behavioral patterns, with younger male players displaying higher playtime intensity. These findings provide actionable insights for game developers, educators, and policymakers to design and implement safe gaming strategies that balance entertainment with digital well-being. (Discussion & Conclusion) The proposed framework can be adapted to various contexts beyond the present case study, supporting responsible and inclusive online gaming environments.
Co-Authors Abdillah, Fardan Abdul Aziz Abdullah Abdullah Al Abdul Rohim Ananda, Fadhilah Dwi Andri Syafrianto Andy Supriyadi Anggit Dwi Hartanto Anggit Dwi Hartanto Anggit Dwi Hartanto, Anggit Dwi Anggorowati, Luki Sri Anwar, Ahmad Ari Susanti Arifa Satria Dwi Cahya Audita Nuvriasari Berliana Kusuma Riasti Berliana Kusuma Riasti Budi Warsito Daneswara, Gaury V. Destanul Aulia, Destanul Dhaneswara, Gauri Vidya Dhiana Puspitawati Dyah Triwahyuningtyas Ema Utami Fiddin Yusfida Firdaus, Nurul Harliana Harliana Harry Octavianus Sofian, Harry Octavianus Hastari Utama Hilman Haroen I Gusti Ngurah Agung Dewantara Putra Indra Permana, Indra Indrawan, Ilham Dwi Iskandar, Haris Surya Istiana, Dina Iswahyudi, Didik Jamilah Jamilah Kanoena, Melcior Paitin Karyanantio, Agus Kencana, Adi Kresna Khairullah, Irfan Khalil Krisnawati Krisnawati Kurniawan, Aas Andri Kusnawi Kusnawi Lucky Adhikrisna Wirasakti Mar'ati, Fudji Sri Mazidah, Umi Mendrofa, Syah Abadi Mitra Slipranata Muhammad Huzain Munawwaroh, Fabroy Fauziyatul Nugroho Nur Susanto, Nugroho Nur Nuril Huda Nury Yuniasih, Nury Pattimura, Yudha Bagas Purnamasari, Hetty Purwandari, Elce R. Rizal Isnanto Rahayu Lubis Rahayu, Supriati Hardi Ramadhani, Hashifah Nindi Ramadhani, Zanuarestu Rasyid, Muhammad Rusdi Rony Permadi Rosyid Rosyid Safira, Livia Sandi, Novra A. Seplyana, Desy Setiadi F., A. Farhan Shintya Wulan Safitri Sri Devi Nurhayati Subakti, Agung Subari Subari Sugianto, Efendi Sulistiyo, Restu Budi Sunarningsih, Sunarningsih Sunatar, Bambang Sutardjo, Agus Syahril Hasan - Politeknik Sains dan Teknologi Wiratama Maluku Utara, Syahril Hasan Taufiq Nashrullah Triasri, Dian Wahyu Prihtiyantoro Wicahyono, Agus Wiwi Widayani Yusa, Aldo Yusfida A'la, Fiddin Yusfida, Fiddin