Dynamic Analysis of Non-Performing Loans in Indonesian Banking

Authors

  • Sinar Andi Putra Munthe Universitas Pembangunan Panca Budi
  • Sanusi Ghazali Pane Universitas Pembangunan Panca Budi
  • Rusiadi Rusiadi Universitas Pembangunan Panca Budi
  • Lia Nazliana Nasution Universitas Pembangunan Panca Budi

DOI:

https://doi.org/10.61132/ijems.v2i4.976

Keywords:

Capital Adequacy Ratio (CAR), Fintech Lending, Loan to Deposit Ratio (LDR), Non-Performing Loan (NPL), Vector Autoregression (VAR)

Abstract

This study analyzes the dynamics of Non-Performing Loans (NPLs) in the Indonesian banking sector by examining both internal and external factors affecting financial stability. The variables included in the research are NPL, Loan to Deposit Ratio (LDR), lending interest rate, inflation, Household Debt to Income (HDTI), fintech lending, and Capital Adequacy Ratio (CAR). Using annual secondary data from 2005 to 2024, sourced from the World Bank and Statistics Indonesia (BPS), the study employs a Vector Autoregression (VAR) method. This method includes stationarity tests, optimal lag selection, cointegration tests, Impulse Response Function (IRF), and Forecast Error Variance Decomposition (FEVD). The results show that most variables demonstrate a dominant contribution from their own shocks, although interactions between variables remain significant. The IRF analysis reveals that CAR and HDTI are relatively stable and quickly return to equilibrium, while fintech lending, inflation, and NPLs show more volatile responses, making them more susceptible to external shocks. LDR and lending interest rates are sensitive in the short term but tend to stabilize over the long run. FEVD further indicates that inflation plays a significant role in driving NPL variations, while fintech lending is closely associated with CAR in the long term. The study concludes that the stability of Indonesia’s banking sector is influenced by both internal factors like CAR and LDR, as well as external factors such as inflation, fintech lending, and household debt. Thus, a coordinated approach involving monetary policy, macroprudential measures, and financial supervision is crucial to enhance the resilience of the banking sector against global and domestic economic shifts.

Downloads

Download data is not yet available.

References

Abyanta, N. P., Kepramareni, P., & Ardianti, P. N. H. (2020). Non-performing loans and influencing factor. Krisna: Kumpulan Riset Akuntansi, 12(1), 190-196. https://doi.org/10.22225/kr.12.2.2323.190-204

Ainiah, P., & Sriyana, J. (2024). The influence of internal and external factors on non-performing financing (NPF) in Islamic commercial banks. Jurnal Ilmiah Ekonomi Islam, 10(1), 401. https://doi.org/10.29040/jiei.v10i1.11901

Amalia, Y. (2014). The effect of LDR, CAR, ROA, and NPL on credit distribution in commercial banks in Indonesia, 2008-2013. Jurnal Dinamika Manajemen, 2(3), 169-186.

Ashari, M. A., & Arifin, J. (2020). The effect of non-performing loans (NPL) on profitability in banks listed on IDX30 index, 2015-2020. Jurnal Administrasi Publik dan Bisnis, 7(2), 45-60. http://jurnal.stiatabalong.ac.id/index.php/JAPB

Bilqis Tahta Maulida, & Handayani, A. (2022). Analysis of non-performing loan management in Perumda BPR Bank Gresik. Digital Bisnis: Jurnal Publikasi Ilmu Manajemen dan E-Commerce, 1(4), 247-257. https://doi.org/10.30640/digital.v1i4.564

Caraiani, P., Gupta, R., Nel, J., & Nielsen, J. (2023). Monetary policy and bubbles in G7 economies using a panel VAR approach: Implications for sustainable development. Economic Analysis and Policy, 78, 133-155. https://doi.org/10.1016/j.eap.2023.02.006

Dalimunthe, N., & Janrosl, V. S. E. (2023). The effect of inflation, exchange rate, and interest rate on non-performing loans at BPR Batam branch. Jurnal Ilmiah Wahana Pendidikan, 9(8), 401-411.

Ramadhina, E. Z., Hermawan, D., Noeridha, N. A., & Syariah, S. B. (2024). The influence of fintech, financial ratios, and macroeconomic factors on financial stability in Sharia commercial banks in Southeast Asia for the 2018-2022 period. Jurnal Riset Keuangan dan Fintech, 4(3), 427-438.

Ismaulina, I., Wulansari, A., & Safira, M. (2021). Capital adequacy ratio (CAR) and its determinants in Bank Syariah Mandiri, March 2012-March 2019. I-Finance: A Research Journal on Islamic Finance, 6(2), 168-184. https://doi.org/10.19109/ifinance.v6i2.5168

Istiqomah, N., Putri, W., Buchori, M., & Nirbita, B. N. (2024). Determinants analysis of non-performing loans: A study on state-owned commercial banks in Indonesia. Jurnal CAPITAL, 6(2), 100-115.

Jin, C., Mao, W., Jin, K., Yang, Q., Zang, J., & Chen, R. (2025). Factors influencing household debt structure under various credit constraints. Journal of Management Science and Engineering, 10(1), 97-110. https://doi.org/10.1016/j.jmse.2024.08.003

Nasution, L. N., Pratama, M. F., & Efendi, B. (2025). Digital economic transformation in supporting financial inclusion in Indonesia. MUQADDIMAH: Jurnal Ekonomi, Manajemen, Akuntansi dan Bisnis, 3(1), 65-85. https://doi.org/10.59246/muqaddimah.v3i1.1184

Munandar, A., Alwi, A., Nurhayati, N., & Herman, H. (2021). Analysis of non-performing loans during the Covid-19 pandemic in financial technology companies. Jurnal Doktor Manajemen (JDM), 4(2), 184-196. https://doi.org/10.22441/jdm.v4i2.13160

Nikmah, B. N., Gurendrawati, E., & Susanti, S. (2023). The effect of NPL, LDR, and CAR on profitability with CKPN as a moderating variable. Jurnal Akuntansi, Perpajakan dan Auditing, 4(1), 84-105. https://doi.org/10.21009/japa.0401.06

Prameswari, A. L., & Purwanto, A. (2016). The effect of financial technology on bank performance and financial stability of banks in Indonesia (listed on the IDX 2018-2023). Diponegoro Journal of Accounting, 13(1), 1-23.

Riyasni, S. (2023). The effect of Islamic financial technology on the development of MSMEs in Padangsidimpuan. Jurnal Ekonomi dan Bisnis Islam, 5(2), 1-13.

Rohadi, S. C., Sarumpaet, S., & Syaipudin, U. (2024). Determinants of non-performing loans in ASEAN banking. Owner, 8(2), 1917-1929. https://doi.org/10.33395/owner.v8i2.2331

Rusdiadi. (2011). Detecting stationarity of time series data using unit root test. Jurnal Sainstek, 3(1), 78-89.

Rusiadi, Novalina, A., & Sembiring, R. (2017). Effectiveness of monetary policy transmission mechanism through the interest rate channel on Indonesia's economic stability. Jurnal Ekonomi dan Perbankan (JEpa), 2(2), 1-10. https://jurnal.pancabudi.ac.id/index.php/jepa/article/view/70

Rusiadi, R., Yusuf, M., & Adivia, A. (2024). Can a circular economy support green building and green sustainable development in ABRIC countries? Jurnal Ilmiah Mahasiswa Perbankan Syariah (JIMPA), 4(1), 81-90. https://doi.org/10.36908/jimpa.v4i1.326

Sanusi Ghazali, N., Andani, A., & F., F. (2024). Financial technology and financial literacy among Generation Z. Jurnal Ekonomika dan Bisnis (JEBS), 4(1), 1-8. https://doi.org/10.47233/jebs.v4i1.1423

Pane, S. G., & C., P. (2024). Economic Reviews Journal, 3*(2), 1-15. https://doi.org/10.56709/mrj.v3i2.474

Winarsih, S. R. (2022). The relationship between loan to deposit ratio (LDR) and return on asset (ROA). Jurnal HEI EMA, 1(1), 28-33.

Yuliani, A. (2018). Analysis of lending rate determination in Indonesian banking. Jurnal Ilmiah Mahasiswa Universitas Surabaya, 7(1), 1-10.

Downloads

Published

2025-09-29

How to Cite

Sinar Andi Putra Munthe, Sanusi Ghazali Pane, Rusiadi Rusiadi, & Lia Nazliana Nasution. (2025). Dynamic Analysis of Non-Performing Loans in Indonesian Banking. International Journal of Economics and Management Sciences, 2(4), 99–112. https://doi.org/10.61132/ijems.v2i4.976