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Putri, Nadya Andhika
Universitas Pembangunan Panca Budi
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Implementation Machine Learning Algorithms To Predict The Financial Resilience Of Companies Based On Financial Statements Putri, Nadya Andhika; Lahara, Nico Gawa
Jurnal Sains Informatika Terapan Vol. 4 No. 3 (2025): Jurnal Sains Informatika Terapan (Oktober, 2025)
Publisher : Riset Sinergi Indonesia (RISINDO)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62357/jsit.v4i3.835

Abstract

This study explores the application of machine learning algorithms to predict the financial resilience of companies based on their financial statements. In an era of data-driven decision-making, traditional financial analysis methods may fall short in providing timely and accurate insights. By leveraging advanced machine learning techniques, such as regression models, decision trees, and neural networks, this research aims to create predictive models that can effectively forecast a company's financial health. The study utilizes historical financial data, including balance sheets, income statements, and cash flow reports, to train and test various machine learning models. The findings highlight the potential of machine learning in identifying patterns and trends within financial data that may not be readily apparent through conventional methods. The results can provide valuable tools for financial analysts, investors, and company managers to assess and mitigate financial risks, enhancing decision-making processes and strategic planning
Co-Authors Cendra Wadisman Diana, Yana Efriana , Amanda Eka Putra Eko Hariyanto Fachrid Wadly Fawwazi, Mohammad Mika Fitri Yani Panggabean Ginting, Sherly Anesha br Hendrawan, Jodi Hendrawan, Jodi Ika Devi Perwitasari Jodi Hendrawan Jodi Hendrawan Lahara, Nico Gawa Laoli, Yuliana Vriska M. Tri Buana Nugraha Maimunah Siregar Mayasari, Siska Muhammad Bukhori Dalimunthe Pasaribu, Jetro Valentino Perwitasari, Ika Devi Putra, Randi Rian Rahayu Mayang Sari, Rahayu Mayang Rizka, Ade Shindy Ramadhani Simanungkalit, Aditya Pratama Siregar, Maimunah Solider, Mariaman Sri Handayani SRI RAHAYU Subhan Hartanto Subhan Hartanto Sulistianingsih, Indri Tambunan, Lutfhi Nanda Syahputra Tasril, Virdyra Ulvani, Imay Ririn Yumna Tamimah Bilqis