Prediksi Risiko Kredit Berdasarkan Rasio Likuiditas, Rasio Solvabilitas, dan Kualitas Laba di Perusahaan Pembiayaan yang Terdaftar pada Bursa Efek Indonesia (BEI) Prediction of Credit Risk Based on Liquidity Ratios, Solvency Ratios, and Earnings Quality in Financing Companies Listed on the Indonesia Stock Exchange (BEI)
Main Article Content
Abstract
Credit risk in financing companies is an important issue influenced by various financial indicators, but studies that specifically integrate liquidity ratios, solvency ratios, and earnings quality in a single predictive model remain limited. This study aims to analyze the effect of liquidity ratios, solvency ratios, and earnings quality on credit risk. This study used a quantitative approach with a causal research design, involving 68 data points from financing companies listed on the Indonesia Stock Exchange for the 2021–2024 period selected through purposive sampling. Data were collected through the documentation method from financial statements and analyzed using multiple linear regression. The results showed that the liquidity ratio had a negative and significant effect on credit risk, the solvency ratio had a positive and significant effect, while earnings quality had no significant effect. Simultaneously, the three variables had a significant effect on credit risk. These findings contribute to the development of risk management theory and expand understanding of the determinants of credit risk in the financing sector. The conclusion of the study emphasizes the importance of liquidity management and debt structure in controlling credit risk. The implications of this study include theoretical and practical contributions for companies and investors, while also opening opportunities for further research by incorporating broader variables.
Downloads
Article Details

Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License that allows others to share the work with an acknowledgement of the work's authorship and initial publication in this journal.
References
Andriani, N. D., & Panglipurningrum, Y. S. (2020). Profitabilitas, Likuiditas, dan Rasio Aktivitas Pengaruhnya terhadap Nilai Perusahaan Pertambangan Sub Sektor Batubara yang Terdaftar di BEI Periode 2016–2018. Jurnal Buana Akuntansi, 5(2), 69–84. https://doi.org/10.36805/akuntansi.v5i2.1117
Ariyanto, A., Bangun, R., Indillah, M. R. M., Trenggana, A. F. M., Sholihah, D. R., Ariyanti, M., Widiati, E., Irawan, P., Ratih, S. D., & Ismail, R. S. (2023). Manajemen Pemasaran. Widina Bhakti Persada Bandung. https://repository.penerbitwidina.com/publications/560444/manajemen-pemasaran
Awliya, M. (2022). Analisis Profitabilitas (Return on Asset dan Return on Equity) pada PT Sido Muncul Tbk Periode Tahun 2015–2018. Journal of Economic Education, 1(1), 10–18. https://doi.org/10.22437/jeec.v1i1.18793
Hartono, A., & Rahadi, D. R. (2021). Work From Home Terhadap Kinerja Karyawan pada Masa Pandemi Covid 19. Jurnal Manajemen Bisnis, 18(1), 16–21. https://doi.org/10.38043/jmb.v18i1.2728
Isinta, O. K., & Muniraju, P. (2025). The impact of non-performing loans on the profitability of commercial banks in Kenya. International Journal of Commerce and Business Studies (IJCBS), 7(2), 76–90. https://iaeme.com/MasterAdmin/Journal_uploads/IJCBS/VOLUME_7_ISSUE_2/IJCBS_07_02_006.pdf
Lestari, P., & Saifuddin, M. (2020). Implementasi Strategi Promosi Produk dalam Proses Keputusan Pembelian melalui Digital Marketing saat Pandemi Covid’19. Jurnal Manajemen Dan Inovasi (MANOVA), 3(2), 90–98. https://doi.org/10.15642/manova.v3i2.301
Mawardi, M., Isa, I. M., Ulianas, A., Sintiara, E., Mawardi, F., & Putra, R. Z. (2021). The fabrication of Portland composite cement based on pozzolan Napa soil. Materials, 14(13), 3638. https://doi.org/10.3390/ma14133638
Nafisha, J., & Arsini, Y. (2025). The effectiveness of group guidance with modeling techniques on student learning independence. Scaffolding: Jurnal Pendidikan Islam Dan Multikulturalisme, 7(1), 71–83. https://doi.org/10.37680/scaffolding.v7i1.6950
Nuraeni, N., & Santoso, B. (2024). Peranan Manajemen Persediaan Bahan Baku terhadap Penjadwalan Produksi PT XYZ. Jurnal Bisnis Dan Manajemen (JURBISMAN), 2(2), 379–394. https://doi.org/10.61930/jurbisman.v2i2.614
Pratama, F. A., Ridwan, M., Yulianti, N., Ratnawati, R., Maulana, A., & Masitoh, S. I. (2022). Implementasi Persamaan Fungsi Non Linier Dalam Matematika Bisnis Pada Kehidupan Sehari-Hari. Change Think Journal, 1(3), 289–299. https://jurnal.uibbc.ac.id/index.php/changethink/article/view/744
Putra, R. Y., & Hasmarini, I. M. I. (2021). Analasis Pengaruh Ekspor, Impor, Inflasi, Dan Utang Luar Negeri Terhadap Pertumbuhan Ekonomi Di Indoneisa Tahun 2000–2019 [Skripsi thesis, Universitas Muhammadiyah Surakarta]. https://eprints.ums.ac.id/95364/10/Naskah%20Publikasi.pdf
Rahmawati, L., Pardanawati, S. L., & Utami, W. B. (2024). Pengaruh Likuiditas, Managerial Ownership, Firm Size dan Ukuran Dewan Direksi terhadap Potensi Financial Distress: (Studi Pada Perusahaan Transportasi yang Terdaftar Di BEI Tahun 2018-2019). Jurnal Ilmiah Keuangan Akuntansi Bisnis, 3(1), 472–482. https://doi.org/10.53088/jikab.v3i1.74
Santoso, H. P. H., & Utami, W. (2023). Good corporate governance effectiveness mechanism, special relationship transactions, and leverage on tax aggressiveness. Journal of Social Research, 2(9), 3017–3030. https://doi.org/10.55324/josr.v2i9.1344
Sari, L. W., & Soelton, M. (2024). Implementing green transformational leadership to improve the green HR practices and green employee behavior to provide sustainable organizational performance. Journal of Sustainable Economic and Business, 1(3), 153–166. https://doi.org/10.70550/joseb.v1i3.13
Sari, N. P. P., Sudiartana, I. M., & Dicriyani, N. L. G. M. (2021). Pengaruh Keadilan Pajak, Sistem Perpajakan, Tarif Pajak dan Sanksi Perpajakan terhadap Persepsi Wajib Pajak Badan mengenai Etika Penggelapan Pajak (Tax Evasion). Kumpulan Hasil Riset Mahasiswa Akuntansi (KHARISMA), 3(1). https://e-journal.unmas.ac.id/index.php/kharisma/article/view/1687
Sunaini, W., & Satyadharma, M. (2025). Manajemen Talenta dan Peningkatan Kinerja Aparatur Sipil Negara: Suatu Kajian Literatur pada Sektor Publik Indonesia. Journal of Economics, Management, and Accounting, 1(2), 80–90. https://doi.org/10.65310/j9ash140
Wulandari, F., & Setiawan, M. (2024). Prinsip Pendekatan Proses Manajemen Mutu Terpadu dalam Pendidikan. Journal of Education Research, 5(3), 4145–4151. https://doi.org/10.37985/jer.v5i3.1484
Zuhdi, Z., Faridy, F., Baharun, H., Hefny, H., Fauzi, A., & Fahmi, M. A. (2024). Enhancing learning quality through management support in crafting self-assessment questions at school. Communautaire: Journal of Community Service, 3(1), 1–12. https://doi.org/10.61987/communautaire.v3i1.353




















