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Hamdan
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Journal : Jurnal Akuntansi Manajemen (JAKMEN)

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Prediksi Tren Risiko Keuangan Perusahaan Berdasarkan Model Machine Learning (ARIMA) : Tinjauan Literatur Sunaryo, Deni; Hamdan; Anggriani, Alfina; Winata, Cecilia; Alumi, Dian Denta
Jurnal Akuntansi Manajemen (JAKMEN) Vol. 3 No. 2 (2024)
Publisher : Universitas Serang Raya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30656/jakmen.v3i2.9704

Abstract

This research discusses the role of artificial intelligence (AI) technology in improving company financial risk predictions through the application of the Autoregressive Integrated Moving Average (ARIMA) model supported by machine learning. Using systematic literature analysis, this research explores how ARIMA, with the help of AI, can be applied in financial risk management to identify short-term and long-term trends, detect financial anomalies, and improve the quality of decision making. ARIMA models based on machine learning enable faster and more accurate identification of abnormal financial patterns, which is very important in helping companies respond to risks that have the potential to disrupt financial stability. Key findings show that the combination of ARIMA and AI not only makes it easier to analyze large and complex financial data, but also expands the potential of data-driven financial risk management by providing deeper insights. By integrating machine learning, ARIMA becomes more effective in handling dynamic and fluctuating financial data, so companies can anticipate risks more proactively. This study underscores the enormous potential of AI and ARIMA in helping companies build adaptive, high-precision risk prediction systems, offering new opportunities to strengthen financial resilience in an ever-changing business environment.
Co-Authors Achmad Bayhaqy Agus Triyogo Ali Mustafa Alumi, Dian Denta Aminuyati Angga Ardiansyah - Anggriani, Alfina Ani Cahyadi ASNAWI Auroh, Yusrotul Ayu Ayu Oktaviani Bagus Setiawan, Pratama Bunyamin Maftuh Casyudi Firdaus Charli, Leo Dana Dede Nursyamsy Deni Sunaryo Deni Sunaryo, Deni Dewi Syafitri Efrita Norman Eko Supriyanto Fachrur Rizha Fahmi Ramadhan, Fahmi Febrimeli, Dwi Gagah Dwiki Putra Aryono Gata, Windu Haerudin Hanafi, Nevy Diana Herlina Hickmatullah, Iman Ibnu Zainudin, Moh. Faisol Ilham Danuarta Iskandar Sembiring Isniati M. Fijar Ishlahul Ummah Maria Ramasari Mochammad Darip Mohamad Salik Muhammad Firdaus Muhammad Junaidi Musa Najamudin, Helmi Nelly Astuti Nopasari, Mirza Nurhidaya M Ofan Sofian Pitriani Pransiska, Ayu Puji Siswanto Puji Wahyu Mulyani R. E. Mirwandhono Rahayu, Olivia Rahmah Rami, Yanto Rayswe Dumaris Sihombing Rianti Rico, anita olivia Robeet Thadi Rudianto Sabila, Salsa Santi Octaviani Siti Nurbayani SRI RAHAYU Sufrizal Suhardi Suhardi Suhardi Supardi Mursalin Surya Wirana Rezky Syamsudin T. Wahyuningsih Tine Yuliantini Tri Hesti Wahyuni Turham. AG Umar Mansyuri Usmaedi wawan Kurnia U Widi Aulia Lestari Wilda Jamila Suryaman Winata, Cecilia Yana, Neng Yuli Yoga Adiyanto Yoga Adiyanto, Yoga Yuliana Kansrini Yusra Muharami Lestari