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All Journal Jurnal Teknik Industri Jurnal Keuangan dan Perbankan Trikonomika: Jurnal Ekonomi Indonesian Journal of Science and Technology Jurnal Ilmiah Econosains Format : Jurnal Imiah Teknik Informatika Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Jurnal Bisnis dan Manajemen NUSANTARA : Jurnal Ilmu Pengetahuan Sosial YUME : Journal of Management JURISMA: Jurnal Riset Bisnis & Manajemen Majalah Ilmiah UNIKOM Jurnal Ilmu Politik dan Komunikasi FIRM: Journal of Management Studies Didaktik : Jurnal Ilmiah PGSD STKIP Subang Indonesian Community Service and Empowerment Journal (IComSE) Jurnal Ekonomi Bisnis Dan Industri (EBI) Journal of Economics, Management, Business And Accounting (JEMBA) International Journal of Research and Applied Technology (INJURATECH) International Journal of Social Science, Educational, Economics, Agriculture Research, and Technology (IJSET) Journal Of World Science Jurnal Sains Informatika Terapan (JSIT) MATRIX : JURNAL MANAJEMEN TEKNOLOGI DAN INFORMATIKA Journal of Artificial Intelligence and Digital Business Journal Research of Social Science, Economics, and Management Eduvest - Journal of Universal Studies Jurnal Ilmiah Bisnis dan Ekonomi Asia (Jibeka) Jurnal Manajemen Informatika, Sistem Informasi dan Teknologi Komputer (JUMISTIK) ASEAN Journal for Science and Engineering in Materials ASEAN Journal of Educational Research and Technology Jurnal Manajemen, Bisnis dan Kewirausahaan Integrated System and Management Technology Software Engineering in Computing Systems
Eddy Soeryanto Soegoto
Program Studi Manajemen, Fakultas Ekonomi Dan Bisnis, Universitas Komputer Indonesia
Aerospace Engineering Agriculture, Biological Sciences & Forestry Arts Humanities Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Materials Science & Nanotechnology Mechanical Engineering Neuroscience Social Sciences Other

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Journal : software engineering in computing systems

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The Integration Of Non-Academic Variables In Student Risk Assessment: A Conceptual Framework Hani Irmayanti; Eddy Soeryanto Soegoto; Hidayat Hidayat; Rio Yunanto; Zainal Arifin Hasibuan; Sri Supatmi
Software Engineering in Computing Systems Vol. 1 No. 2 (2026): May: Software Engineering in Computing Systems
Publisher : Asosiasi Pengelola Jurnal Informatika dan Komputer Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.66472/secons.v1i2.435

Abstract

Students’ success in completing their studies on time is a vital indicator of the quality of higher education management in Indonesia. However, high dropout rates pose a major challenge, often caused by institutions’ failure to detect warning signs of academic failure in a timely manner. The main issue lies in the current evaluation approach, which is reactive and limited to conventional academic indicators such as the Grade Point Average (GPA), thereby neglecting the psychosocial factors that influence performance. This study aims to develop a more comprehensive conceptual framework for the early detection of academic failure risk by integrating academic and non-academic dimensions. The methodology used is adapted from the Design Science Research Methodology (DSRM), focusing on the stages from problem identification to the design of the model artifact. The proposed approach is a hybrid model that combines traditional academic variables with non-academic variables, including psychological stress levels, self-efficacy, and social support. The design results indicate that this framework is capable of identifying “latent pressure” as a leading indicator of failure before a decline in academic performance occurs. The synthesis of this study confirms that the integration of non-academic variables enhances the model’s transparency and provides a more meaningful and targeted interpretation of risk factors. In conclusion, this framework provides a theoretical foundation for educational institutions to transition from reactive evaluation to a system of personalized, proactive interventions. The implementation of this model is expected to improve student retention through earlier and more targeted risk mitigation.
Co-Authors Adam Mukharil Bachtiar Adani Ghina Puspita Sari Adhea Vinora Putri Adilah, N Agis Abdi Rafdhi Agis Abhi Rafdhi Agung Nugraha Agus Mulyana Agustin, Nada Delia Ahmad Budi Sulistioyuwono Airine Hananiah Akbar, Aldi Mohamad Albar, Chepi Nur Anggun Fergina Asep Bayu Dani Nandiyanto Bachtiar, Adam Mukharil Bobi Kurniawan, Bobi Burhanuddin Burhanuddin Chepi Nur Albar Cindy Nuke Mardika Cut Dinda Sara Daniel Maruli Dedi Sulistiyo Soegoto Dian Dharmayanti Dicky Kurniawan Dina Oktafiani Dostnazar Ximmataliyev Elfiyah, E Fadillah, Ismail Hudan Firmansyah Firmansyah Fitri Febriyanti Fristaloka, Gina Dwi Goh Kang Wen Hani Irmayanti Hayati, Euis Neni Hayin Ananta Herdiansyah Pratama Ginanjar Herman Soegoto Hernalom Sitorus Herry Saputra Hewa Majeed Zangana Hidayat Hidayat Ilham Zaki Iluh Sri Purwani Imanuel Eko Anggun Sugiyono Ipan Ripai Irawan Afrianto Irfan Dwiguna Sumitra Irine Sofianty Juliana Karin Jumansyah, Rizky Kamil, N H Karina Nurhidayah Lia Warlina Linda Norhan Luckyardi, Senny Lukito Angga Prasakti Lusianto Lusianto M Mulyanto Makalalag, Sukiman Mari Maryati Maryati, Mari Maulana, Hanhan Mohamad Akbar, Aldi Mohd. Kamir Yusof Muhammad Ananta Hafidz Muhammad Habibi Putera Muhammad Ikhlas Naufalsyah Ranau Muhammad Irfan Nada Archy Dhafina Nadia Tahiyyah Alifia Natalia, Tri Widiati Novia Aenu Rizqi Nurintang Nurintang Nurul Amelia Popon Dauni Puri Swastika Gusti Krisna Dewi Putera, Muhammad Habibi Rafdhi, Agis Abhi Ragadhita, Risti Rahma Wahdiniwanty Rahma Wahdiniwaty Rahma Wahdiniwaty Rahmadani, Indri Kristanty Raka Pradana Kostarian Rania Febiananda Ria Anggraeni Rina Maryanti Rio Yunanto Riska Endah Septiani Rita Sari Puspita Rizal Rachman Rizky Jumansyah Rofi Fadilah Madani Saputra, Herry Senny Luckyardi Shinta Wanda Kusuma Modjo Soegoto, Dedi Sulistiyo Sri Erina Damayanti Sri Supatmi Sri Supatmi Sri Yuliawati Sufa Atin Sugilar, Audya Pridita Sumitra, Irfan Dwiguna Suryatno Wiganepdo Soegoto Sutisnawati, Yayah Theresia Valentina Lumban Gaol Tiara Salsabila Tomas Chochole Tri Utomo Wiganarto Tri Widianti Natalia Wellga Berlianti Zainal Arifin Hasibuan Zanjabil Zulkarnain