Faktor Penentu Profitabilitas Bank tercatat di Indonesia: Pendekatan dengan Regresi Kuantil

Authors

  • Restiana Ie Tjoe Linggadjaya Program Studi Manajemen, Universitas Jakarta International, Jakarta, Indonesia
  • Apriani Dorkas Rambu Atahau Fakultas Ekonomika dan Bisnis,Universitas Kristen Satya Wacana, Salatiga, Indonesia
  • Gracia Shinta S. Ugut Fakultas Ekonomi dan Bisnis, Universitas Pelita Harapan, Tangerang, Indonesia
  • Kim Sung Suk Fakultas Ekonomi dan Bisnis, Universitas Pelita Harapan, Tangerang, Indonesia

DOI:

https://doi.org/10.32534/jpk.v11i1.5246

Abstract

This quantitative study examines 6 predictors that are presumed to affect profitability for listed banks in Indonesia.  The purpose of this study is to examine the determinants of profitability and the magnitude of the influence of such determinant on profitability of listed banks in Indonesia. This study uses the entire population of listed banks in Indonesia and focused on the period from 2013 to 2022 with a total of 47 listed banks. The statistical analysis instrument used is panel data quantile regression using R. Bank profitability is measured by return on assets (ROA), whereas liquidity, assets quality, asset management, leverage, efficiency, and capital adequacy are used as bank‐specific factors. The research result are that asset quality, asset management, capital adequacy affect bank profitability significantly and positively, while asset quality and efficiency negatively affect profitability. Meanwhile, LDR has a negative relationship with profitability. The novelty of this study is that it is the first study on the determinants of profitability for banks registered in Indonesia using quantile regression. The results of quantile regression provide deeper insight than OLS linear regression or fixed effect panel regression because it can describe the distinctive influence and direction of each quantile of profitability. Quantile regression analysis of profitability has been carried out on return on assets, and not yet being performed on net interest margin and return on equity. Suggestions for future research to add a lagged effect (t-1) for asset quality to profitability and also add robustness check.

Keywords:

bank profitability, bank specific factor, listed banks, quantile regression

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References

Abbas, F., Iqbal, S., & Aziz, B. (2019). The Impact of Bank Capital, Bank Liquidity and Credit Risk on Profitability in Post Crisis Period:? A Comparative Study of US and Asia. Cogent Economics and Finance, 7(1). https://doi.org/10.1080/23322039.2019.1605683

Adelopo, I., Vichou, N., & Cheung, K. Y. (2022). Capital, liquidity, and profitability in European banks. Journal of Corporate Accounting and Finance, 33(1), 23–35. https://doi.org/10.1002/jcaf.22522

Al-Homaidi, E. A., Almaqtari, F. A., Yahya, A. T., & Khaled, A. S. D. (2020). Internal and external determinants of listed commercial banks’ profitability in India: Dynamic GMM approach. International Journal of Monetary Economics and Finance, 13(1), 34–67. https://doi.org/10.1504/IJMEF.2020.105333

Al-Homaidi, E. A., Tabash, M. I., Farhan, N. H. S., & Almaqtari, F. A. (2018). Bank-specific and macro-economic determinants of profitability of Indian commercial banks: A panel data approach. Cogent Economics and Finance, 6(1), 1–26. https://doi.org/10.1080/23322039.2018.1548072

Almaqtari, F. A., Al-Homaidi, E. A., Tabash, M. I., & Farhan, N. H. (2019). The determinants of profitability of Indian commercial banks: A panel data approach. International Journal of Finance and Economics, 24(1), 168–185. https://doi.org/10.1002/ijfe.1655

Altahtamouni, F., Alfayhani, A., Qazaq, A., Alkhalifah, A., Masfer, H., Almutawa, R., & Alyousef, S. (2022). Sustainable Growth Rate and ROE Analysis: An Applied Study on Saudi Banks Using the PRAT Model. Economies, 10(3). https://doi.org/10.3390/economies10030070

Asmare, E., & Begashaw, A. (2018). Review on Parametric and Nonparametric Methods of Efficiency Analysis. Biostatistics and Bioinformatics, 2(2), 1–7. https://doi.org/10.31031/OABB.2018.02.000534

Atahau, A. D. R., & Cronje, T. (2019). Does focus strategy work? A study of bank loan portfolios in Indonesia. Journal of Asia Business Studies, 13(3), 450–471. https://doi.org/10.1108/JABS-11-2017-0202

Atahau, A. D. R., & Cronje, T. (2022). What drives the performance of different bank-ownership types in Indonesia? The pre- and post-GFC analysis. International Journal of Productivity and Performance Management, 71(8), 3309–3330. https://doi.org/10.1108/IJPPM-03-2020-0096

Baltagi, B. H. (2021). Unbalanced Panel Data Models. In Econometric Analysis of Panel Data. Springer Texts in Business and Economics. Springer, Cham. https://doi.org/https://doi.org/10.1007/978-3-030-53953-5_9

Batitusta, A. H., & Jogi, Y. (2021). The Effect Of Capital Adequacy Ratio (Car), Loan At Risk (Lar) And Pandemic Situation On Profitability In Banking Sector Companies Listed On The Indonesia Stock Exchange For The 2018 And 2020. Business Accounting Review, 10. https://publication.petra.ac.id/index.php/akuntansi-bisnis/article/viewFile/13406/11596

Beatty, Anne and Liao, Scott, (2011), Do delays in expected loss recognition affect banks' willingness to lend?, Journal of Accounting and Economics, 52, issue 1, p. 1-20, https://EconPapers.repec.org/RePEc:eee:jaecon:v:52:y:2011:i:1:p:1-20.

Berger, A. N., & Bouwman, C. H. S. (2009). Bank liquidity creation. Review of Financial Studies, 22(9), 3779–3837. https://doi.org/10.1093/RFS/HHN104

Bhullar, P. S., & Tandon, D. (2019). Impact of operating efficiency on firm value – a case of Indian banking sector and information technology sector Pritpal Singh Bhullar *. International Journal of Business and Globalisation, 23(3), 452–463. https://doi.org/10.1504/IJBG.2019.102924

BUSHMAN, R.M. and WILLIAMS, C.D. (2015), Delayed Expected Loss Recognition and the Risk Profile of Banks. Journal of Accounting Research, 53: 511-553. https://doi.org/10.1111/1475-679X.12079

Bryant, J. (1980). A model of reserves, bank runs, and deposit insurance. Journal of Banking and Finance, 4(4), 335–344. https://doi.org/10.1016/0378-4266(80)90012-6

Chowdhury, M. A. F., & Rasid, M. E. S. M. (2016). Determinants of Performance of Islamic Banks in GCC Countries: Dynamic GMM Approach. In Advances in Islamic Finance, Marketing, and Management. https://doi.org/10.1108/978-1-78635-899-820161005

Daryanto, W. M., Akbar, F., & Perdana, F. A. (2020). Financial Performance Analysis in The Banking Sector: Before and After Financial Technology Regulation in Indonesia (Case Study of Buku-IV in Indonesia for Period 2013-2019). International Journal of Business, Economics and Law, 21(2), 1–9.

Diamond, D. W., & Dybvig, P. H. (1983). Bank runs, deposit insurance, and liquidity. Journal of Political Economy, 91(3), 401–419. https://doi.org/10.1086/261155

Diamond, D. W., Rajan, R. G., Bolton, P., Brennan, M., Dybvig, P., Giammarino, R., Gorton, G., Holmstrom, B., Hart, O., Smith, B., Diamond, D. W., Rajan, R. G., Al-Khouri, R., & Arouri, H. (1999). Liquidity Risk, Liquidity Creation and Financial Fragility: A Theory of Banking. Cogent Economics and Finance, 7(1). https://doi.org/10.1080/23322039.2019.1639878

Distinguin, I., Roulet, C., & Tarazi, A. (2013). Bank regulatory capital and liquidity: Evidence from US and European publicly traded banks. Journal of Banking and Finance, 37(9), 3295–3317. https://doi.org/10.1016/j.jbankfin.2013.04.027

Dittmar, A. K., & Dittmar, R. F. (2008). The timing of financing decisions: An examination of the correlation in financing waves. Journal of Financial Economics, 90(1), 59–83. https://doi.org/10.1016/j.jfineco.2007.11.007

Fang, J., Lau, C. K. M., Lu, Z., Tan, Y., & Zhang, H. (2019). Bank performance in China: A Perspective from Bank efficiency, risk-taking and market competition. Pacific Basin Finance Journal, 56, 290–309. https://doi.org/10.1016/j.pacfin.2019.06.011

Ferreira, M. A., Matos, P., & Pires, P. (2018). Asset Management within Commercial Banking Groups: International Evidence. Journal of Finance, 73(5), 2181–2227. https://doi.org/10.1111/jofi.12702

Financial Services Authority of the Republic of Indonesia. (2022). Indonesia Banking Booklet 2022. Financial Services Authority Journal.

Gao, P., Lim, C. Y., Liu, X., & Zeng, C. C. (2022). Loan loss provisions and return predictability: A dynamic perspective. China Journal of Accounting Research, 15(2), 100224. https://doi.org/10.1016/j.cjar.2022.100224

Glen, J., & Mondragón-Vélez, C. (2011). Business cycle effects on commercial bank loan portfolio performance in developing economies. Review of Development Finance, 1(2), 150–165. https://doi.org/10.1016/j.rdf.2011.03.002

Golubeva, O., Duljic, M., & Keminen, R. (2019). The impact of liquidity risk on bank profitability: some empirical evidence from the European banks following the introduction of Basel III regulations. Journal of Accounting and Management Information Systems, 18(4), 455–485. https://doi.org/10.24818/jamis.2019.04001

Gupta, N., & Mahakud, J. (2020). Ownership, bank size, capitalization and bank performance: Evidence from India. Cogent Economics and Finance, 8(1). https://doi.org/10.1080/23322039.2020.1808282

Hac, L. D., Tran, D., Huy, N., Thach, N. N., Chuyen, B. M., Thi, P., Nhung, H., Thang, T. D., & Anh, T. T. (2021). Enhancing Risk management Culture for Sustainable Growth of Asia Commercial Bank - ACB In Vietnam under Mixed Effects of Macro Factors. Entrepreneurship and Sustainability Issues, 8(3), 291–307. https://doi.org/http://doi.org/10.9770/jesi.2021.8.3(18)

Junaidi, S., Sulastri, S., Isnurhadi, I., & Adam, M. (2019). Liquidity, asset quality, and efficiency to sustainable growth rate for banking at Indonesia Stock Exchange. Jurnal Keuangan Dan Perbankan, 23(2), 308–319. https://doi.org/10.26905/jkdp.v23i2.2699

Kalantonis, P., Kallandranis, C., & Sotiropoulos, M. (2021). Leverage and firm performance: new evidence on the role of economic sentiment using accounting information. Journal of Capital Markets Studies, 5(1), 96–107. https://doi.org/10.1108/jcms-10-2020-0042

Kanoujiya, J., Jain, P., Banerjee, S., Kalra, R., Rastogi, S., & Bhimavarapu, V. M. (2023). Impact of Leverage on Valuation of Non-Financial Firms in India under Profitability’s Moderating Effect: Evidence in Scenarios Applying Quantile Regression. Journal of Risk and Financial Management, 16(8), 20. https://doi.org/10.3390/jrfm16080366

Katsiampa, P., McGuinness, P. B., Serbera, J. P., & Zhao, K. (2022). The financial and prudential performance of Chinese banks and Fintech lenders in the era of digitalization. In Review of Quantitative Finance and Accounting (Vol. 58, Issue 4). Springer US. https://doi.org/10.1007/s11156-021-01033-9

Koenker, R. (2004). Quantile regression for longitudinal data. Journal of Multivariate Analysis, 91(1), 74–89. https://doi.org/10.1016/j.jmva.2004.05.006

Koenker, R., & Hallock, K. F. (2001). Quantile regression. The Journal of Economic Perspectives, 15(4), 143–156. https://doi.org/10.1016/j.jeconom.2019.04.002

Kyiu, A., & Tawiah, V. (2023). IFRS 9 implementation and bank risk. Accounting Forum, 1–25. https://doi.org/10.1080/01559982.2023.2233861

Le, T. D., & Ngo, T. (2020). The determinants of bank profitability: A cross-country analysis. Central Bank Review, 20(2), 65–73. https://doi.org/10.1016/j.cbrev.2020.04.001

Le, T. N. L., Nasir, M. ALe., & Huynh, T. L. D. (2023). Capital requirements and banks performance under Basel-III: A comparative analysis of Australian and British banks. Quarterly Review of Economics and Finance, 87, 146–157. https://doi.org/10.1016/j.qref.2020.06.001

Lee, B. H., & Lee, S. H. (2018). A study on financial ratio and prediction of financial distress in financial markets. Journal of Distribution Science, 16(11), 21–27. https://doi.org/10.15722/jds.16.11.201811.21

Lestari, H. S. (2021). Financial Leverage and Financial Performance of Conventional Banks in Indonesia Literature Review. Journal of Hunan University (Natural Science), 48(2), 24–35. http://jonuns.com/index.php/journal/article/view/513

Manaf, A., Binti, N., Saad, M., Azhar, N. E., Mohamad, B., Binti, I., Ali, M., & Rahim, N. B. (2018). Determinants of Sustainable Growth Rate (Sgr) By Using Zakon’S Model To Encounter With Shariah Compliance Requirements for Shariah Securities Compliance Firms in Malaysia. International Journal of Industrial Management (IJIM) ISSN, 4(June), 61–71.

Masood, O., & Ashraf, M. (2012). Bank-specific and macroeconomic profitability determinants of Islamic banks: The case of different countries. Qualitative Research in Financial Markets, 4(2–3), 255–268. https://doi.org/10.1108/17554171211252565

Mateev, M., Sahyouni, A., & Al Masaeid, T. (2022). Bank performance before and during the COVID-19 crisis: Does efficiency play a role? In Review of Managerial Science (Issue 0123456789). Springer Berlin Heidelberg. https://doi.org/10.1007/s11846-022-00611-y

Menicucci, E., & Paolucci, G. (2016). The determinants of bank profitability: empirical evidence from European banking sector. In Journal of Financial Reporting and Accounting (Vol. 14, Issue 1). https://doi.org/10.1108/jfra-05-2015-0060

Modigliani, F., & Miller, M. H. (1958). The Cost of Capital, Corporation Finance and the Theory of Investment. American Economic Review, 103(7), i–viii. https://doi.org/10.1257/aer.103.7.i

Mongid, A. (2016). Business efficiency of the commercial banks in ASEAN. Investment Management and Financial Innovations. Investment Management and Financial Innovations.

Mukherjee, T., & Sen, S. (2018). Sustainable growth: a study on some selected banks in India. International Journal of Money, Banking and Finance, 6(1), 52–59.

Mulyana, R., Achsani, N. A., Andati, T., & Maulana, T. N. A. (2022). A Strategy Map Model to Improve The Efficiency of Indonesian Banks. Jurnal Manajemen Dan Agribisnis, 19(3), 471–480. https://doi.org/10.17358/jma.19.3.471

Nsanyan Sandow, J., Duodu, E., & Oteng-Abayie, E. F. (2021). Regulatory capital requirements and bank performance in Ghana: evidence from panel corrected standard error. Cogent Economics and Finance, 9(1). https://doi.org/10.1080/23322039.2021.2003503

Oanh, T. T. K., Nguyen, D. Van, Le, H. V., & Duong, K. D. (2023). How capital structure and bank liquidity affect bank performance : Evidence from the Bayesian approach How capital structure and bank liquidity affect bank performance : Evidence from the Bayesian approach. Cogent Economics & Finance, 11(2), 20. https://doi.org/10.1080/23322039.2023.2260243

Ozili, P. K., & Outa, E. (2017). Bank loan loss provisions research: A review. Borsa Istanbul Review, 17(3), 144–163. https://doi.org/10.1016/j.bir.2017.05.001

Pak, O. (2020). Bank profitability in the Eurasian Economic Union: Do funding liquidity and systemic importance matter? North American Journal of Economics and Finance, 54(July), 101265. https://doi.org/10.1016/j.najef.2020.101265

Peterson, O. K., & Arun, T. G. (2018). Income smoothing among European systemic and non-systemic banks. British Accounting Review, 50(5), 539–558. https://doi.org/10.1016/j.bar.2018.03.001

Quoc Trung, N. K. (2021). Determinants of bank performance in Vietnamese commercial banks: an application of the camels model. Cogent Business and Management, 8(1). https://doi.org/10.1080/23311975.2021.1979443

Rachman, R. A., Kadarusman, Y. B., Anggriono, K., & Setiadi, R. (2018). Bank-specific factors affecting non-performing loans in developing countries: Case study of Indonesia. Journal of Asian Finance, Economics and Business, 5(2), 35–42. https://doi.org/10.13106/jafeb.2018.vol5.no2.35

Rakshit, B., & Bardhan, S. (2022). Does Bank Effiency Enhance Bank Performance? Empirical Evidence from Indian Banking. Bulletin of Monetary Economics and Banking, 25(0), 0–22.

Robin, I., Salim, R., & Bloch, H. (2018). Financial performance of commercial banks in the post-reform era: Further evidence from Bangladesh. Economic Analysis and Policy, 58, 43–54. https://doi.org/10.1016/j.eap.2018.01.001

Ross, S. A. (2022). Fundamentals of Corporate Finance. In Mc Graw Hill (Vol. 13, Issue 1). McGraw Hill.

Rosyid, P. I., & Irawan Noor, M. (2018). Effect of Capital Adequacy Ratio (CAR), Loan to Deposit Ratio (LDR) and Return on Equity (ROE) on Share Price PT Bank Danamon Indonesia, Tbk. International Journal of Business and Applied Social Science (IJBASS), 4(1), 87–101. http://ijbassnet.com/

Salike, N., & Ao, B. (2018). Determinants of bank’s profitability: role of poor asset quality in Asia. China Finance Review International, 8(2), 216–231. https://doi.org/10.1108/CFRI-10-2016-0118

Sari, S., Ajija, S. R., Wasiaturrahma, W., & Ahmad, R. A. R. (2022). The Efficiency of Indonesian Commercial Banks: Does the Banking Industry Competition Matter? Sustainability (Switzerland), 14(17), 1–16. https://doi.org/10.3390/su141710995

Shah, A. A., Wu, D., & Korotkov, V. (2019). Are sustainable banks efficient and productive? A data envelopment analysis and the Malmquist productivity index analysis. Sustainability (Switzerland), 11(8). https://doi.org/10.3390/su11082398

Teresien?, D., Keliuotyt??staniul?nien?, G., & Kanapickien?, R. (2021). Sustainable economic growth support through credit transmission channel and financial stability: In the context of the covid?19 pandemic. Sustainability (Switzerland), 13(5), 1–37. https://doi.org/10.3390/su13052692

Van den End, J. (2016). A macroprudential approach to address liquidity risk with the Loan-to-deposit ratio. The European Journal of Finance, 22(3), 237–253.

Wooldridge, J. M. (2015). Introductory Econometrics 6th Edition. In Economica (Vol. 42, Issue 165). www.cengage.com/highered

Yahya, A. T., Akhtar, A., & Tabash, M. I. (2017). The impact of political instability, macroeconomic and bank-specific factors on the profitability of Islamic banks: An empirical evidence. Investment Management and Financial Innovations, 14(4), 30–39. https://doi.org/10.21511/imfi.14(4).2017.04

Yulistiani, I. G. A. R., & Suryantini, N. P. S. (2016). Pengaruh Perputaran Kas, Kecukupan Modal dan Risiko Operasi Terhadap Profitabilitas Pada Perusahaan Perbankan di BEI. E-Jurnal Manajemen Unud, 5(4), 2108–2136.

Zheng, C., Cheung, A., & Cronje, T. (2019). The moderating role of capital on the relationship between bank liquidity creation and failure risk. Journal of Banking and Finance, 108, 105651. https://doi.org/10.1016/j.jbankfin.2019.105651

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Published

2024-01-25

How to Cite

Linggadjaya, R. I. T., Atahau, A. D. R., Shinta S. Ugut, G. ., & Sung Suk, K. . (2024). Faktor Penentu Profitabilitas Bank tercatat di Indonesia: Pendekatan dengan Regresi Kuantil. Jurnal Proaksi, 11(1), 1–18. https://doi.org/10.32534/jpk.v11i1.5246