Do Bank Size And Age Moderate The Effect Of Credit Risk On Financial Sustainability In Indonesian Banks?
DOI:
https://doi.org/10.56956/2dqgxa77Keywords:
credit risk, financial sustainability, bank size, bank age, fixed effectAbstract
This study examines the effects of credit risk, bank size, and bank age on financial sustainability and evaluates the moderating roles of bank size and age in Indonesian banks. The sample comprises 168 bank-year observations from 29 banks during 2017–2024. Credit risk is proxied by the gross Non-Performing Loan ratio, whereas financial sustainability is measured using the Financial Sustainability Ratio. The baseline analysis employs pooled moderated regression with bootstrapping, while panel-data analysis accounts for unobserved bank-specific heterogeneity. The bootstrap results show significant positive coefficients for credit risk and bank size and a significant negative interaction between credit risk and bank size. Bank age and the credit risk–age interaction are insignificant. Panel-model selection identifies fixed effects as the appropriate specification. Under fixed effects with bank-clustered robust standard errors, credit risk, bank size, and both interactions are insignificant, while bank age has a positive and marginally significant direct effect at the 10% level. The contrast indicates that the significant pooled relationships mainly reflect differences across banks rather than consistent within-bank changes. The findings demonstrate that conclusions about credit risk and financial sustainability are sensitive to the treatment of bank-specific heterogeneity.
References
Alshouha, L., Khasawneh, O., Alshannag, F., & Al Tanbour, K. (2025). Nexus between fintech innovations and liquidity risk in GCC banks: The moderating role of bank size. Journal of Risk and Financial Management, 18(5), 226. https://doi.org/10.3390/jrfm18050226
Arhinful, R., Mensah, L., Gyamfi, B. A., & Obeng, H. A. (2025). The impact of non-performing loans on bank growth: The moderating roles of bank size and capital adequacy ratio—Evidence from U.S. banks. International Journal of Financial Studies, 13(3), 165. https://doi.org/10.3390/ijfs13030165
Bencharles, O. K., & Nwankwo, D. C. (2021). Credit risk management and deposit money banks stability in Nigeria: Does good corporate governance matter? Research Journal of Finance and Accounting, 12(16). https://doi.org/10.7176/rjfa/12-16-01
Bolívar, F., Duran, M. A., & Lozano-Vivas, A. (2023). Bank business models, size, and profitability. Finance Research Letters, 53, 103605. https://doi.org/10.1016/j.frl.2022.103605
Ervina, V. N. F. (2021). Pengaruh credit risk management pada financial performance bank konvensional yang terdaftar di BEI. Jurnal Ekonomi, 26(3). https://doi.org/10.24912/je.v26i3.801
Firmansyah, A., & Kartiko, N. D. (2024). Exploring the association of green banking disclosure and corporate sustainable growth: The moderating role of firm size and firm age. Cogent Business & Management, 11(1), 2312967. https://doi.org/10.1080/23311975.2024.2312967
Hardiyanti, S. E. (2023). Detection of determinants bank sustainability performance. Journal of Economic Research & Reviews, 3(4), 363–372. https://doi.org/10.33140/jerr.03.04.09
Himawan, A. F., & Pertiwi, I. F. P. (2022). The influence of inflation, exchange rate, non performing financing (NPF) and financing to deposit ratio (FDR) to financial sustainability ratio with return on aset (ROA) as mediation. Accounting and Finance Studies, 2(3), 95–113. https://doi.org/10.47153/afs23.3802022
Huang, F. L., & Li, X. (2022). Using cluster-robust standard errors when analyzing group-randomized trials with few clusters. Behavior Research Methods, 54, 1181–1199. https://doi.org/10.3758/s13428-021-01627-0
Judijanto, L. (2024). Analisis efisiensi operasional, manajemen risiko, dan pengelolaan sumber daya terhadap keberlanjutan kinerja keuangan perusahaan di Indonesia. Jurnal Akuntansi Dan Keuangan West Science, 3(03), 254–264. https://doi.org/10.58812/jakws.v3i03.1601
Laan, T. I., Ndoen, W. M., & Jati, H. (2022). Pengaruh risiko keuangan terhadapa kinerja keuangan pada perbankan Indonesia. Journal of Management: Small and Medium Enterprises (SMEs), 15(1), 117–135. https://doi.org/10.35508/jom.v15i1.6356
MacKinnon, J. G., Nielsen, M. Ø., & Webb, M. D. (2023). Cluster-robust inference: A guide to empirical practice. Journal of Econometrics, 232(2), 272–299. https://doi.org/10.1016/j.jeconom.2022.04.001
Mahendra, B. A., & Usman, B. (2024). Pengaruh variabel spesifik bank dan spesifik industri terhadap kinerja keuangan pada perbankan konvensional yang terdaftar di Bursa Efek Indonesia. Jurnal Ekonomi Trisakti, 4(1). https://doi.org/10.25105/jet.v4i1.18784
Mugambi, J., Kariuki, P. W., & Matanda, J. (2024). Credit risk management practices and asset quality of deposit taking savings and credit co-operative societies in Kenya. Asian Journal of Economics, Business and Accounting, 24(11). https://doi.org/10.9734/ajeba/2024/v24i111553
Nugroho, S. P., & Trinugroho, I. (2023). Restrukturisasi pembiayaan nasabah terdampak COVID-19 terhadap kinerja dan risiko pembiayaan Bank Pembiayaan Rakyat Syariah (BPRS). Nisbah: Jurnal Perbankan Syariah, 9(1). https://doi.org/10.30997/jn.v9i1.9513
Nurhikmah, S., & Rahim, R. (2021). Pengaruh faktor keuangan dan non keuangan terhadap financial sustainability ratio perbankan. Journal of Management and Business Review, 18(1), 25–47. https://doi.org/10.34149/jmbr.v18i1.214
Ramadhanti, J., Butar, I. D. B., & Pangaribuan, C. H. (2021). The analysis of corporate governance on non-performing loans: Evidence from Indonesia. Journal of Business Management and Social Studies, 1(1). https://doi.org/10.53748/jbms.v1i1.5
Rustam, M. A. A. (2022). Financial sustainability ratio and aspects that affect it. Jurnal Akuntansi, 26(1). https://doi.org/10.24912/ja.v26i1.822
Salami, A. A., Uthman, A. B., & Sanni, M. (2021). Bank-specific variables and banks’ financial soundness: Empirical evidence from Nigeria. Zagreb International Review of Economics and Business, 24(1). https://doi.org/10.2478/zireb-2021-0003
Sanditya, N., & Marietza, F. (2023). Pengaruh kesulitan keuangan terhadap likuiditas bank yang dimoderasi oleh sentimen investor. Reslaj: Religion Education Social Laa Roiba Journal, 6(3), 1777–1792. https://doi.org/10.47467/reslaj.v6i3.5695
Sanfa, A. S., & Ida, I. (2023). Financial ratios predictors of financial sustainability of the banking sector in Indonesia. Financial: Jurnal Akuntansi, 9(1), 1–17. https://doi.org/10.37403/financial.v9i1.491
Sanjaya, S. A. K., & Badjuri, A. (2024). Pengaruh tingkat kecukupan modal dan efisiensi operasional terhadap profitabilitas bank dengan risiko kredit sebagai variabel moderasi pada perusahaan perbankan yang terdaftar di Bursa Efek Indonesia tahun 2019-2022. Jurnal Ilmiah Manajemen Ekonomi & Akuntansi (MEA), 8(1), 1861–1880. https://doi.org/10.31955/mea.v8i1.3754
Septiani, V., & Murwaningsari, E. (2024). Pengaruh kecukupan modal, efisiensi operasional dan diversifikasi pendapatan terhadap financial sustainability. JAATB, 3(1), 129–145. https://doi.org/10.59806/jaatb.v3i1.331
Sparta. (2022). Cash flow risk management practices dan sustainable financial performance pada industri perbankan di Indonesia. Jurnal Liabilitas, 7(1), 55–69. https://doi.org/10.54964/liabilitas.v7i1.184
Velliscig, G., Floreani, J., & Polato, M. (2022). Capital and asset quality implications for bank resilience and performance in the light of NPLs’ regulation: A focus on the Texas Ratio. Journal of Banking Regulation, 24(1), 66–88. https://doi.org/10.1057/s41261-021-00184-y
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