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All Journal Bulletin of Electrical Engineering and Informatics Fair Value: Jurnal Ilmiah Akuntansi dan Keuangan Journal on Education Jurnal Akuntansi dan Bisnis Jurnal Akuntansi Bisnis dan Ekonomi (JABE) Jurnal Ilmiah Edunomika (JIE) JURNAL AKUNTANSI KEUANGAN DAN MANAJEMEN Management Studies and Entrepreneurship Journal (MSEJ) Abdi Laksana : Jurnal Pengabdian Kepada Masyarakat Economics and Digital Business Review INVEST : Jurnal Inovasi Bisnis dan Akuntansi Jurnal Akuntansi dan Keuangan (JAK) Jurnal Akuntansi dan Keuangan Indonesia Asian Journal of Economics and Business Management Gemilang: Jurnal Manajemen dan Akuntansi Jurnal Pemberdayaan Umat E-journal Field of Economics, Business and Entrepreneurship (EFEBE) Jurnal Manajemen Bisnis, Akuntansi dan Keuangan Jurnal Studi Pemerintahan dan Akuntabilitas Journal of Artificial Intelligence and Digital Business Open Community Service Journal Indonesian Journal of Community Services Cel Jurnal Nusantara Mengabdi Dharma Ekonomi Jurnal Akuntansi, Keuangan, Perpajakan dan Tata Kelola Perusahaan Jurnal Akuntansi, Manajemen, dan Perencanaan Kebijakan Al-Zayn: Jurnal Ilmu Sosial & Hukum Serat Acitya Jurnal Ekonomi dan Pembangunan Indonesia Jurnal Ekonomi, Akuntansi dan Perpajakan International Journal of Economics, Management and Accounting International Journal of Economics, Business and Innovation Research Jurnal Akuntansi Keuangan Dan Perpajakan Jurnal Cendekia Ilmiah PESHUM Atestasi : Jurnal Ilmiah Akuntansi Riset Akuntansi dan Bisnis Indonesia
Ratna Septiyanti
Fakultas Ekonomi Dan Bisnis Universitas Lampung, Indonesia
Religion Agriculture, Biological Sciences & Forestry Humanities Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Mathematics Public Health Social Sciences Other

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Journal : Dharma Ekonomi

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Perkembangan dan Efektivitas Early Warning System Berbasis Artificial Intelligence dalam Prediksi Financial Distress Perusahaan: Systematic Literature Review Rizka Dian Misary; Reni Oktavia; Ratna Septiyanti; Doni Sagitarian Warganegara
Dharma Ekonomi Vol. 33 No. 1 (2026): Mei: DHARMA EKONOMI
Publisher : sekolah Tinggi Ilmu Ekonomi Dharmaputra Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59725/de.v33i1.390

Abstract

Financial distress is a condition of declining financial health of a company that can develop gradually and lead to business failure if not detected early. With the increasing complexity of the business environment and the limitations of conventional statistical methods, Artificial Intelligence/AI is increasingly being adopted in the development of early warning systems (EWS) to predict financial distress. This study aims to examine the development of AI-based EWS research, identify the most widely used algorithms, and evaluate the effectiveness of AI models compared to conventional methods in predicting financial distress. The method used is a comprehensive systematic literature review of 15 relevant scientific articles. The results show that the paradigm has shifted from statistical models to machine learning and deep learning. Random Forest and Artificial Neural Network are the most widely used algorithms and have better predictive performance. This study offers a conceptual synthesis of the progress, effectiveness, and challenges of applying AI in predicting financial distress and opens opportunities for further research on the development of contextual and interpretative EWS.
Co-Authors Abdul Samad, Nor Hafiza Ade Widiyanti Ade Widiyanti Agus Zahron Idris Agus Zahron Idris agustina, yenni Alya Safina Nainggolan Andani, Gina Anggraini, Fransisca Anggun Fitrah Sari Annisa Mulia Aghsya Aryan Danil Mirza. BR Asyifa, Anisa Nur Azhar, Rialdi Azzahro, Latifah Dani Cristian Daniel Pamungkas Dela Hardiana Dewi Sukmasari Dharma, Fitra Dimas Rijalul Fanny Doni Sagitarian Warganegara Fakhri, Naufal Sulthon Faris Salman Alfarizi Fasya, Muhammad Fathia, Syaharani Noer fatmawati, Anita Idris, Agus Zahron Indah Larassati Indah Larassati Intan Andrella Nalrirati Jesicca Hr, Jenie Jihan Fatin Fadillah Lotte Kamadie Sumanda Syafis Kusumawardani, Niken Lego Waspodo Lindrianasari M Rizky Ramadhan M. Aziz Fatur Rachman Marsalino, Naufal Gani Masrom, Suraya Mayta, Chatarina Ovy Mega Metalia, Mega Nauval Rifky Mipisca Nickson Nikolas Situmorang Niken Kusumawardani Niken Kusumawardani Ninuk Dewi Kesumaningrum Nur Hajijah, Evi Nurdiono , Nurdiono Oktavia, Reni Patricia, Nabila Fegi Putra, Joni Putri Mirinda Dwi Damayanti Putri, Syafiqo Naila Putri, Widya Rizki Eka Putri, Zulvina Syah Rahma Akhyar Rahman, Rahayu Abdul Rani Cahyati Reni Oktavia Reni Oktavia Retno Yuni Nur Susilowati Rifdah Qurratunnisa Rindi Hariyanur Riska Rahmadhani Rizka Dian Misary Romadhon, Syahrul Roslan, Nurshafinas Ruli Indriani Sabarila, Marisa Salsabila, Aulia Ramadina Salsabila, Jihan Sari Indah Oktanti Sembiring, Sari Indah Oktanti Setiawan, Daffa Andra Sirli Anillah Sudrajat Sudrajat Suhartina Suhartina, Suhartina Suningsih, Sri Syafiqo Naila Putri Syafis, Kamadie Sumanda Syawa, Jemimma Sarah Salsabilla Theodora Monica Ismoyo Tika Larasati Harjito Putri Usep Syaifudin Usep Syaipudin Widiyanti, Ade Widya Rizki Eka Putri Widya Rizki Eka Putri yenni agustina Yenni Agustina Yolanda Margareta Yunani, Selvi Yustia Sabela Yuliani Yuztitya Asmaranti, Yuztitya Zulkarnain, Ega