Factors Affecting Non-Performing Loans of Conventional Banking in Indonesia Stock Exchange

Authors

  • Hanna Khoirunisa Univesitas Trisakti, Indonesia
  • Reniati Karnasi Univesitas Trisakti, Indonesia

DOI:

https://doi.org/10.30640/inisiatif.v2i2.688

Keywords:

Capital adequacy ratio, cost income ratio, gross domestic product, inflation rate, lending interest rate, non-performing loans, and return on assets.

Abstract

This study aims to analyze the factors influencing credit risk in banks. The sample used was 36 conventional banks listed on the Indonesia Stock Exchange for the 2017-2021 period. The sampling technique used is purposive sampling and the analysis method used is panel data regression. The independent variables in this study consist of lending interest rates, return on assets, liquidity ratio, capital adequacy ratio, cost income ratio, inflation rate, and gross domestic product while the dependent variables are non-performing loans. The results showed that the rate of return on assets, capital adequacy ratio, and gross domestic product had a significant negative effect on the level of non-performing loans and the inflation rate had a significant positive effect on the level of non-performing loans. Lending interest rates and liquidity ratios have no effect on the level of non-performing loans. The findings of this study are expected to be a reference for conventional banks in minimizing credit risk by increasing their profitability and developing better credit management when economic growth and inflation rates are getting higher.

References

Afriyanto, F., Purnamawati, H., & Sukiman, I. (2021). The Effect Of Capital Adequacy Ratio (CAR) and Loan To Deposit Ratio (LDR) On Non-Performing Loan (NPL) (Case Study On Conventional Commercial Banks In Indonesia On 2016-2020). Repository Universitas Sangga Buana, 295–303.

Agić, Z., & Jeremić, Z. (2018). Macroeconomic and specific banking determinants of nonperforming loans in Bosnia and Herzegovina. Industrija, 46(1), 45–60. https://doi.org/10.5937/industrija46-14956

Ahmed, F., Shehzadi, Y., Sufyan, M., & Hassan, M. (2022). Exploring The Impact of Financial Inclusion and Financial Development on Non-Performing Loans: Evidence from Banking Sector of Pakistan. International Journal of Business and Management Sciences, 3(1). http://www.ijbms.org

Aissa, S. B., & Goaied, M. (2016). Determinants of Tunisian hotel profitability: The role of managerial efficiency. Tourism Management, 52, 478–487. https://doi.org/10.1016/j.tourman.2016.07.015

AL-Najjar, D., & Assous, H. F. (2021). Key determinants of deposits volume using CAMEL rating system: The case of Saudi banks. PLoS ONE, 16(12). https://doi.org/10.1371/journal.pone.0261184

Al-Qudah, A. M. (2021). The determinants of lending interest rates of Jordanian listed commercial banks. Accounting, 7(4), 719–726. https://doi.org/10.5267/j.ac.2021.2.013

Ambarawati, I. G. A. D., & Abundanti, N. (2018). Pengaruh Capital Adequacy Ratio, Non-Performing Loan, Loan To Deposit Ratio Terhadap Return On Asset. E-Jurnal Manajemen Universitas Udayana, 7(5), 2410. https://doi.org/10.24843/EJMUNUD.2018.v07.i05.p04

Arquisola, M. J., Shella, K., & Hutabarat, E. (2018). How does board diversity affect the financial performance of commercial banks in indonesia? An inquiry. Jurnal Manajemen, 22(1). https://doi.org/10.24912/jm.v22i1.313

Ashraf, N.-, & Butt, Q. T. A. (2019). Examining the contributing factors of bank profitability in south Asian countries. International Journal of Finance & Banking Studies (2147-4486), 6(5), 01–12. https://doi.org/10.20525/ijfbs.v6i5.195

Barus, A. C., & Erick. (2016). Analisis Faktor-Faktor Yang Mempengaruhi Non-Performing Loan Pada Bank Umum Di Indonesia. Jurnal Wira Ekonomi Mikroskil, 6(2).

Bredl, S. (2018). The role of non-performing loans for bank lending rates. Deutsche Bundesbank Discussion Paper. https://doi.org/10.2139/ssrn.3319219

Canetti, E., Beaton, K., Chen, Q., Vittorio, F. di, Rosenhand, U., & Tintchev, K. (2017). Financial Interconnectedness in the Caribbean: Challenges for Financial Stability. International Monetary Fund, 195–229.

Christopher, H. R. (2020). The Effect of Capital Aset and Liability Ratio on Non-Performing Loan. Jurnal Akuntansi, 23(3), 433. https://doi.org/10.24912/ja.v23i3.612

Ciukaj, R., & Kil, K. (2020). Determinants of the non-performing loan ratio in the European Union banking sectors with a high level of impaired loans. Economics and Business Review, 6(1), 22–45. https://doi.org/10.18559/ebr.2020.1.2

Dahlia, W., Susyanti, J., & Salim, Ma. (2018). Pengaruh Rasio Camels Dan Bank Size Terhadap Non-Performing Loan (NPL). E-Jurnal Riset Manajemen. www.fe.unisma.ac.id

Dao, B. T. T., & Nguyen, K. A. (2020). Bank capital adequacy ratio and bank performance in Vietnam: A simultaneous equations framework. Journal of Asian Finance, Economics and Business, 7(6), 39–46. https://doi.org/10.13106/JAFEB.2020.VOL7.NO6.039

Doan, T. T. T., & Bui, T. N. (2021). How does liquidity influence bank profitability? A panel data approach. Accounting, 7(1), 59–64. https://doi.org/10.5267/j.ac.2020.10.014

Fajar, H., & Umanto. (2017). The impact of macroeconomic and bank-specific factors toward non-performing loan: evidence from Indonesian public banks. Banks and Bank Systems, 12(1). https://doi.org/10.21511/bbs.12(1).2017.08

Fanesha, F., Muktiadji, N., & Hendrian, G. (2021). Pengaruh Loan To Deposit Ratio, Capital Adequacy Ratio, Dan Non Performing Loan Terhadap Profitabilitas Perbankan Yang Terdaftar Di Bursa Efek Indonesia (BEI). Jurnal Ilmiah Manajemen Kesatuan, 9(2), 131–140. https://doi.org/10.37641/jimkes.v9i2.764

Feng, Y., Sun, R., Chen, M., Liu, C., & Wang, Q. (2018). Simulation of the morphological structures of electrospun membranes. Journal of Applied Polymer Science, 135(1), 45653. https://doi.org/10.1002/app.45653

Gabeshi, K. (2017). The Impact of Macroeconomic and Bank Specific Factors on Albanian Non-Performing Loans. European Journal of Sustainable Development Research, 2(1), 95–102.

Ghosh, A. (2017). Sector-specific analysis of non-performing loans in the US banking system and their macroeconomic impact. Journal of Economics and Business, 93, 29–45. https://doi.org/10.1016/j.jeconbus.2017.06.002

Guan, R., Zheng, H., Hu, J., Fang, Q., & Ren, R. (2017). The Higher Carbon Intensity of Loans, the Higher Non-Performing Loan Ratio: The Case of China. MDPI Journals Sustainability, 9(4), 667. https://doi.org/10.3390/su9040667

Hada, T., Bărbută-Misu, N., Iuga, I. C., & Wainberg, D. (2020). Macroeconomic determinants of nonperforming loans of Romanian banks. MDPI Journals Sustainability, 12(18). https://doi.org/10.3390/su12187533

Hadjixenophontos, A., & Christodoulou-Volos, C. (2018). Financial Crisis and Capital Adequacy Ratio: A Case Study for Cypriot Commercial Banks. In Journal of Applied Finance & Banking, 8(3). Scienpress Ltd.

Hosen, M., Yaw Broni, M., & Nazim Uddin, M. (2020). What are the bank specific and macroeconomic elements influence non-performing loans in Bangladesh? Evidence from conventional and Islamic banks. Green Finance, 2(2), 212–226. https://doi.org/10.3934/GF.2020012

Ikram, A., Su, Q., Ijaz, F., & Fiaz, M. (2016). Determinants Of Non-Performing Loans: An Empirical Investigation Of Bank-Specific Microeconomic Factors. Journal of Applied Business Research (JABR), 32(6), 1723. https://doi.org/10.19030/jabr.v32i6.9819

Imtiaz, Md. F., Mahmud, K., & Faisal, Md. S. (2019). The Determinants of Profitability of Non-Bank Financial Institutions in Bangladesh. International Journal of Economics and Finance, 11(6), 25. https://doi.org/10.5539/ijef.v11n6p25

Ivanovic, M. (2016). Determinants of credit growth: The case of Montenegro. Journal of Central Banking Theory and Practice, 5(2), 101–118. https://doi.org/10.1515/jcbtp-2016-0013

Jati, W. (2021). The Effect of Non-Performing Loan and Capital Adequacy Ratio on Return on Assets in Bank Victoria International, Tbk Period 2009-2018. Budapest International Research and Critics Institute (BIRCI-Journal): Humanities and Social Sciences, 4(1), 482–491. https://doi.org/10.33258/birci.v4i1.1630

Kadek, N., Swandewi, M., & Purnawati, N. K. (2018). Capital Adequacy Ratio Mediates the Effect of Non-Performing Loan on Returns on Assets in Public Commercial Banks. American Journal of Humanities and Social Sciences Research, 5, 651–656. www.ajhssr.com

Khaliq, A. (2017). Dynamic Causal Relationship Between Islamic Banking And Economic Growth: Malaysian Evidence. European Journal of Islamic Finance, 8. https://doi.org/10.13135/2421-2172/2211

Khan, M. A., Siddique, A., & Sarwar, Z. (2020). Determinants of non-performing loans in the banking sector in developing state. Asian Journal of Accounting Research, 5(1), 135–145. https://doi.org/10.1108/AJAR-10-2019-0080

Kjosevski, J., Petkovski, M., & Naumovska, E. (2019). Bank-specific and macroeconomic determinants of non-performing loans in the Republic of Macedonia: Comparative analysis of enterprise and household NPLs. In Economic Research-Ekonomska Istrazivanja, 32(1), 1185–1203. Taylor and Francis Ltd. https://doi.org/10.1080/1331677X.2019.1627894

Koju, L., Koju, R., & Wang, S. (2018). Macroeconomic and Bank-Specific Determinants of Non-Performing Loans: Evidence from Nepalese Banking System. Journal of Central Banking Theory and Practice, 7(3), 111–138. https://doi.org/10.2478/jcbtp-2018-0026

Kumar, R. R., Stauvermann, P. J., Patel, A., & Prasad, S. S. (2018). Determinants of non-performing loans in banking sector in small developing island states: A study of Fiji. Accounting Research Journal, 31(2), 192–213. https://doi.org/10.1108/ARJ-06-2016-0077

Kumar, V., Acharya, S., & Ho, L. T. H. (2020). Does monetary policy influence the profitability of banks in new zealand? International Journal of Financial Studies, 8(2), 1–17. https://doi.org/10.3390/ijfs8020035

Kusmayadi, D., Firmansyah, I., & Badruzaman, J. (2018). The Impact Of Macroeconomic On Nonperforming Loan: Comparison Study At Conventional And Islamic Banking. Iqtishadia Journal, 10(2), 59. https://doi.org/10.21043/iqtishadia.v10i2.2864

Ling Sun, M. (2021). Determinant Factors Of Non-Performing Loans In Chinese Commercial Banks. Jurnal Ilmu Ekonomi Dan Manajemen, 08(2). https://doi.org/10.30996/jmm17.v8i02.5487

Madugu, A. H., Ibrahim, M., & Amoah, J. O. (2020). Differential effects of credit risk and capital adequacy ratio on profitability of the domestic banking sector in Ghana. Transnational Corporations Review, 12(1), 37–52. https://doi.org/10.1080/19186444.2019.1704582

Margaretha, F., & Kalista, V. (2016). Faktor Yang Mempengaruhi Non-Performing Loan Pada Bank Di Indonesia Influnce Factors On Non-Performing Loans Of Commercial Banks In Indonesia. Jurnal Kesejahteraan Sosial Maret, 3(1), 65–80. http://www.universitas-trilogi.ac.id/

Mazreku, I., Morina, F., Misiri, V., Spiteri, J. v, & Grima, S. (2018). Determinants of the Level of Non-Performing Loans in Commercial Banks of Transition Countries. In European Research Studies Journal, 21(3).

Mbongo, O.’. (2020). Effects Of Non-Performing Loans on Profitability Of Commercial Banks In Kenya. E-Repository United States International University Africa.

Mensah, F. A., & Adjei, A. B. (2016). Determinants of non-performing loans in Ghana banking industry. International Journal of Computational Economics and Econometrics, 5(1), 35. https://doi.org/10.1504/IJCEE.2016.066207

Morina, D. (2020). Determinants of Credit Risk in Commercial Banks of Kosovo. In International Journal of Economics and Business Administration, 8(2).

Mpofu, T. R., & Nikolaidou, E. (2018). Determinants of credit risk in the banking system in Sub-Saharan Africa. Review of Development Finance, 8(2), 141–153. https://doi.org/10.1016/j.rdf.2018.08.001

Msomi, T. S. (2022). Factors affecting non-performing loans in commercial banks of selected West African countries. Banks and Bank Systems, 17(1), 1–12. https://doi.org/10.21511/bbs.17(1).2022.01

Murthy, U., Mohammed Kamil, N., Anthony Mariadas, P., & Devi, D. (2017). Factors Influencing Non-Performing Loans in Commercial Banks: The Case of Banks in Selangor. International Journal of Business and Management, 12(2), 246. https://doi.org/10.5539/ijbm.v12n2p246

Nyoman Sawitri, N. (2018). The Prediction of Third-Party Funds, Interest Rates, and Non-Performing Loans toward Loan To Deposit Ratios and Its Impact on Return on Assets on Commercial Banks in Indonesia. Jurnal Manajemen, 22(3), 409–420.

Olarewaju, O. M. (2020). Investigating the factors affecting nonperforming loans in commercial banks: The case of African lower middle‐income countries. African Development Review, 32(4), 744–757. https://doi.org/10.1111/1467-8268.12475

Pradhan, & Parajuli. (2017). Impact of Capital Adequacy and Cost Income Ratio on Performance of Nepalese Commercial Banks. International Journal of Management Research, 8(1).

Pullicino, K. (2016). Impact of macroeconomic variables on non-performing loans: an empirical study of commercial banks in Malta, Italy, Spain, France and UK. Dissertations – FacEma University of Malta.

Radivojević, N., Cvijanović, D., Sekulic, D., Pavlovic, D., Jovic, S., & Maksimović, G. (2019). Econometric model of non-performing loans determinants. Physica A: Statistical Mechanics and Its Applications, 520, 481–488. https://doi.org/10.1016/j.physa.2019.01.015

Rahman, Md. A., Asaduzzaman, Md., & Hossin, Md. S. (2016). Impact of Financial Ratios on Non-Performing Loans of Publicly Traded Commercial Banks in Bangladesh. International Journal of Financial Research, 8(1), 181. https://doi.org/10.5430/ijfr.v8n1p181

Rozalinda. (2016). Pengaruh Inflasi, Kurs Dan Tingkat Suku Bunga Terhadap Non-Performing Loan Pada PT. Bank Tabungan Negara (Persero) Tbk Cabang Padang. Journal of Economic and Economic Education, 3(2), 137–144.

Sanyaolu, A., Okorie, C., Marinkovic, A., Patidar, R., Younis, K., Desai, P., Hosein, Z., Padda, I., Mangat, J., & Altaf, M. (2020). Comorbidity and its Impact on Patients with COVID-19. NCBI Literature Resources, 2(8), 1069–1076. https://doi.org/10.1007/s42399-020-00363-4

Shah, S. Q. A., Khan, I., Shah, S. S. A., & Tahir, M. (2018). Factors Affecting Liquidity of Banks: Empirical Evidence from the Banking Sector of Pakistan. Colombo Business Journal, 9(1), 01. https://doi.org/10.4038/cbj.v9i1.20

Shujah-ur-Rahman, Chen, S., Saleem, N., & Bari, M. W. (2019). Financial development and its moderating role in environmental Kuznets curve: evidence from Pakistan. NCBI Literature Resources, 26(19), 19305–19319. https://doi.org/10.1007/s11356-019-05290-z

Singh, S. K., Basuki, & Setiawan, R. (2021). The Effect of Non-Performing Loan on Profitability: Empirical Evidence from Nepalese Commercial Banks. Journal of Asian Finance, Economics and Business, 8(4), 709–716. https://doi.org/10.13106/jafeb.2021.vol8.no4.0709

Stephen Kingu, P., Macha, D. S., & Gwahula, D. R. (2018). Impact of Non-Performing Loans on Bank’s Profitability: Empirical Evidence from Commercial Banks in Tanzania. International Journal of Scientific Research and Management, 6(01). https://doi.org/10.18535/ijsrm/v6i1.em11

Strouhal, J., Ključnikov, A., Štamfestová, P., & Vincúrová, Z. (2018). Different approaches to the ebit construction and their impact on corporate financial performance based on the return on assets: Some evidence from Czech top100 companies. Journal of Competitiveness Tomas Bata University in Zlín, 10(1). https://doi.org/10.7441/joc.2018.01.09

Tangngisalu, J., Hasanuddin, R., Hala, Y., Nurlina, N., & Syahrul, S. (2020). Effect of CAR and NPL on ROA: Empirical study in Indonesia Banks. Journal of Asian Finance, Economics and Business, 7(6), 9–18. https://doi.org/10.13106/JAFEB.2020.VOL7.NO6.009

Thonse Hawaldar, I., Abhaya Kumar, K., Pinto, P., & Sison, S. M. (2017). International Journal of Economics and Financial Issues Performance Analysis of Commercial Banks in the Kingdom of Bahrain (2001-2016). International Journal of Economics and Financial Issues, 7(3), 729–737. http: www.econjournals.com

Tijjani Idris, I., & Nayan, S. (2016). International Journal of Energy Economics and Policy the Joint Effects of Oil Price Volatility and Environmental Risks on Non-performing Loans: Evidence from Panel Data of Organization of the Petroleum Exporting Countries. International Journal of Energy Economics and Policy |, 6(3), 522–528. http: www.econjournals.com

Trung Quoc, & Nguyen Kim. (2020). Quoc Trung, N. K. (2020). Determinants Of Non-Performing Loan In Commercial Banks: Evidence In Vietnam. Journal of Science and Technology - IUH, 37(01). https://doi.org/10.46242/jst-iuh.v37i01.31

Wood, A., & Skinner, N. (2018). Determinants of non-performing loans: evidence from commercial banks in Barbados. In The Business and Management Review, 9(3).

Zheng, C., Sarker, N., & Nahar, S. (2018). Factors affecting bank credit risk: An

empirical insight. In Journal of Applied Finance & Banking, 8(2).

Downloads

Published

2023-02-10

How to Cite

Hanna Khoirunisa, & Reniati Karnasi. (2023). Factors Affecting Non-Performing Loans of Conventional Banking in Indonesia Stock Exchange. Inisiatif: Jurnal Ekonomi, Akuntansi Dan Manajemen, 2(2), 31–55. https://doi.org/10.30640/inisiatif.v2i2.688