الگو‌سازی توزیع شرطی سودآوری بانک‌ها؛ شواهدی از ایران

نوع مقاله : مقاله پژوهشی

نویسندگان

1 دانشجوی دکترای گروه اقتصاد دانشکده مدیریت و اقتصاد واحد علوم و تحقیقات دانشگاه آزاد اسلامی، تهران، ایران

2 استاد گروه اقتصاد دانشکده اقتصاد دانشگاه شهید بهشتی، تهران، ایران

3 دانشیار گروه اقتصاد بازرگانی دانشکده اقتصاد دانشگاه علامه طباطبایی، تهران، ایران

4 استادیار گروه اقتصاد دانشکده اقتصاد و مدیریت دانشگاه آزاد اسلامی، واحد تهران مرکز، تهران، ایران

10.48308/jem.2024.233129.1863

چکیده

یکی از مهترین مسائل بانک‌ها به عنوان بنگاه اقتصادی و تأمین کننده منابع بانکی، سودآوری است. اما سودآوری بانک‌ها همواره متأثر از عوامل خاص، ساختاری و دوره‌های رونق و رکود اقتصادی است. در این راستا، مقاله حاضر با استفاده از روش رگرسیون کوانتایل داده‌های تابلویی به برآورد عوامل سیکلی، ساختاری و خاص مؤثر بر سودآوری 20 بانک و موسسه اعتباری پذیرفته شده در بورس اوراق بهادار تهران (ملت، صادرات، تجارت، گردشگری، کارآفرین، شهر، سینا، سرمایه، سامان، رفاه، رسالت، دی، خاورمیانه، ملل، پست بانک، پاسارگاد، پارسیان، آینده، ایران‌زمین، اقتصادنوین) برای دوره 1401-1388 پرداخته است. نتایج حاکی از آن است که توزیع شرطی سودآوری بانک‌ها تحت تأثیر عوامل سیکلی، ساختاری و خاص بانک‌ها قرار دارد و شوک‌های این عوامل اثرات متفاوت و نامتقارنی بر توزیع شرطی سودآوری دارند و به‌طورکلی نسبت مطالبات غیرجاری (عامل خاص بانکی) بیشترین اثرگذاری را بر توزیع شرطی سودآوری دارد. پس‌ از آن درجه تمرکز (عامل ساختاری) و سپس عوامل سیکلی رشد نقدینگی و رشد اقتصادی در رتبه آخر اثرگذاری بر توزیع شرطی سودآوری بانک‌ها هستند.

کلیدواژه‌ها

موضوعات


عنوان مقاله [English]

Modeling the Conditional Distribution of Profitability of Banks: Evidence from Iran

نویسندگان [English]

  • Vahid Shabani 1
  • Kambiz Hojabr Kiani 2
  • Seyed Shamsedin Hosseini 3
  • Marjan Damankeshideh 4
1 PhD Candidate in Economics, Faculty of Management and Economics, Sciences and Research Branch, Islamic Azad University, Tehran, Iran
2 Professor of Economics, Faculty of Economics and Political Science, Shahid Beheshti University, Tehran, Iran
3 Associate Professor of Economics, Faculty of Economics, Allameh Tabataba'i University, Tehran, Iran
4 Assistant Professor of Economics, Faculty of Management and Economics, South Tehran Branch, Islamic Azad University, Tehran, Iran
چکیده [English]

Profitability has always been a major goal of banks operating as businesses and suppliers of financial resources. However, their probability is constantly affected by specific and structural factors as well as periods of prosperity and recession. Accordingly, the panel data quantile regression method was employed in this study to estimate cyclic, structural, and specific factors affecting profitability at 20 banks and credit institutes listed in the Tehran Stock Exchange (i.e., Bank Mellat, Bank Saderat Iran, Tejarat Bank, Tourism Bank, Karafarin Bank, Shahr Bank, Sina Bank, Sarmayeh Bank, Saman Bank, Refah Bank, Resalat Bank, Bank Day, Middle East Bank, Melal Bank, Post Bank of Iran, Pasargad Bank, Parsian Bank, Ayandeh Bank, Iran Zamin Bank, and Eghtesad Novin Bank) during 2009–2022. The results indicate that the conditional distribution of profitability of banks was affected by cyclic, structural, and specific factors. In fact, the shocks of these factors had symmetric and asymmetric effects on the conditional distribution of profitability. Generally, the ratio of noncurrent liabilities (i.e., a specific banking factor) had the greatest effect on the conditional distribution of profitability at the banks. The second most effective factor was the centralization degree (i.e., a structural factor), whereas liquidity growth and economic growth were the cyclic factors classified as the third and fourth most effective factors, respectively.

کلیدواژه‌ها [English]

  • Bank Profitability
  • Conditional Distribution
  • Economic Cycles
  • Structural Factors
- Abdi, D., Moradi, M., Anvie, L. (2019). The Study of the Asymmetric Effects of Banking Sector Development on the Profitability of the Melli Bank Based on the Comprehensive Banking Model with the Non-linear Model of Markov Regime Change (MS). Quarterly Journal of Applied Theories of Economics, 6(4), 191-216. (In Persian)
- Abdul Jamal, A. A., Abdul Karim, M. R. & Hamidi, M. (2012). Determinants of commercial banks‟ return on asset: Panel evidence from Malaysia. International Journal of Commerce, Business and Management, 1(3), 2319- 2828.
- Aghaei chadegani, A., bekhradi nasab, V. (2018). The Comparative Study of Non-Interest Income Effect on Risk and Profitability of the Banks with and without Financial Constraints. Quarterly Journal of Islamic Finance and Banking Studies, 4(9), 103-140. (In Persian)
- Albertazzi, U., & Gambacorta, L. (2006). Bank Profitability and the Business Cycle. SSRN Electronic Journal. doi:10.2139/ssrn.935026
- Albertazzi, U., & Gambacorta, L. (2009). Bank profitability and the business cycle. Journal of Financial Stability, 5(4), 393–409. doi:10.1016/j.jfs.2008.10.002
- Alexiou, C., & Sofoklis, V. (2009). Determinants of bank profitability: Evidence from the Greek banking sector. Ekonomski Anali, 54(182), 93–118. doi:10.2298/eka0982093a
- Al-Harbi, A. (2019). The determinants of conventional banks profitability in developing and underdeveloped OIC countries. Journal of Economics, Finance and Administrative Science. doi:10.1108/jefas-05-2018-0043
- Alper, D. & Anbar, A. (2011). Bank Specific and Macroeconomic Determinants of Commercial Bank Profitability: Empirical Evidence from Turkey. Business and Economics Research Journal, 2 (2), 139-152.
- Amiri, H., & Norouzi Amooghin, F. (2018).The effect of the structure of banking facilities on bank profits in Iran (civic participation and installment sales contracts). EGHTESAD-E ISLAMI, 18(69), 147-172. (In Persian)
- Athanasoglou, P. P., Brissimis, S. N., & Delis, M. D. (2008). Bankspecific, industry-specific and macroeconomic determinants of bank profitability. Journal of International Financial Markets, Institutions and Money, 18(2), 121-136. doi:10.1016/j.intfin.2006.07.001
- Avgeri, I., Dendramis, Y., & Louri, H. (2021). The Single Supervisory Mechanism and its implications for the profitability of European banks. Journal of International Financial Markets, Institutions and Money, 74, 101382. doi:10.1016/j.intfin.2021.101382
- Barros, C. P., Ferreira, C., & Williams, J. (2007). Analysing the determinants of performance of best and worst European banks: A mixed logit approach. Journal of Banking & Finance, 31(7), 2189–2203. doi:10.1016/j.jbankfin.2006.11.01.
- Bashir, A. M. (2003). Determinants of profitability in Islamic banks: Some evidence from the Middle East. Islamic Economic Studies, 11(1), 31-54.
- Bastan, M., and Akbarpour, S., & Ahmadvand, A. (2019). Profitability Paradox In Iranian Commercial Banks Business Model: A Study Based On System Dynamics Methodology. Monetary and Financial Economics (Knowledge and Development), 26 (New Era) (17), 197-242. (In Persian)
- Berger, A. N. (1995). The Relationship between Capital and Earnings in Banking. Journal of Money, Credit and Banking, 27(2), 432. doi:10.2307/2077877
- Berger, A.N., DeYoung, R., Genay, H. & Udell, G., (2000). Globalization of Financial Institutions: evidence from cross-border banking performance. In: Litan, R.E., Santomero, A.M. (Eds.), Bookings-Wharton Papers on Financial Services. Brookings Institution Press, Washington, DC, pp. 23–158.
- Berger, A.N., Hasan, I. and Zhou, M. (2010), The effects of focus versus diversification on bank performance: evidence from Chinese banks. Journal of Banking and Finance, Vol. 34 No. 7, pp. 1417-1435.
- Bourke, P. (1989). Concentration and other determinants of bank profitability in Europe, North America and Australia. Journal of Banking & Finance, 13(1), 65–79.doi:10.1016/0378-4266 (89)90020-4
- Curak, M., Poposki, K., & Pepur, S. (2012). Profitability Determinants of the Macedonian Banking Sector in Changing Environment. Procedia - Social and Behavioral Sciences, 44, 406–416. doi:10.1016/j.sbspro.2012.05.045
- 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.
- Davydenko, A. (2010). Determinants of bank profitability in Ukraine. Undergraduate Economic Review, 7(1), 01-31.
- Demirguc-Kunt, A., & Huizinga, H. (1999). Determinants of Commercial Bank Interest Margins and Profitability: Some International Evidence. The World Bank Economic Review, 13(2), 379–408. doi:10.1093/wber/13.2.379
- Demirgüç-Kunt, A., Huizinga, H., (2010). Bank activity and funding strategies: the im- pact on risk and returns. J. Finance. Econ. 98 (3), 626–650.
- De-Ramon, S. J. A., Francis, W. B., & Straughan, M. (2019). "Bank competition and stability in the United Kingdom: evidence from quantile regression". Bank of England Staff Working Paper 160, London.
- Detragiache, E., Tressel, T., & Turk-Ariss, R. (2018). Where Have All the Profits Gone? European Bank Profitability over the Financial Cycle. IMF Working Paper 18/99. International Monetary Fund, Washington, DC.
- Dietrich, A., & Wanzenried, G. (2011). Determinants of bank profitability before and during the crisis: Evidence from Switzerland. Journal of International Financial Markets, Institutions and Money, 21(3), 307–327.
- Djalilov, K., & Piesse, J. (2016). Determinants of bank profitability in transition countries: What matters most? Research in International Business and Finance, 38, 69–82. doi:10.1016/j.ribaf.2016.03.015
- Ebrahimi, P., Fekete-Farkas, M., Bouzari, P., & Magda, R. (2021). Financial Performance of Iranian Banks from 2013 to 2019: A Panel Data Approach. Journal of Risk and Financial Management, 14(6), 257. doi:10.3390/jrfm14060257
- Edirisuriya, P., Gunasekarage, A. and Dempsey, M. (2015), Bank diversification, performance and stock market response: evidence from listed public banks in South Asian countries. Journal of Asian Economics,  41, 69-85.
- Elekdag, S., Malik, S.H., & Mitra. S. (2020). Breaking the Bank? A Probabilistic Assessment of Euro Area Bank Profitability. Journal of Banking & Finance. 120, 1-16. doi:10.1016/j.jbankfin.2020.105949
- Elsas, R. Hackethal, A. & Holzhäuser, M. (2010), The anatomy of bank diversification. Journal of Banking & Finance, 34(6), pp: 1274-1278.
- Fotros, M., and Ferdosi, M., and Isazadeh, S., & Sepehrdoust, H. (2018). Determinants Of Profitability Iranian Banking System Emphasizing On Market Structure And Risk Taking Behavior. Monetary and Financial Economics (Knowledge and Development), 25 (New Era) (16), 1-20. (In Persian)
- Ghorbani, F., Dinmohammadi, M., Jabbari, A. (2019). The effect of business cycles on profit public and private banks in Iran. Journal of Iranian Economic Issues, 5(2), 53-78. (In Persian)
- Gischer, H & Juttner, D.J. (2001). Profitability and competition in banking markets: an aggregative cross country approach. Mimeo: Otto-Von-Gueriche University.
- Goddard, J., Molyneux, P. & Wilson, J. (2004). Dynamics of growth and profitability in banking. Journal of Money Credit and Banking, 36(3), 1069-1090. doi: 10.2307/3839101
- Goddard, J., Molyneux, P., & Wilson, J. O. S. (2004). The profitability of european banks: a cross-sectional and dynamic panel analysis. The Manchester School, 72(3), 363–381. doi:10.1111/j.1467-9957.2004.00397.x
- Heffernan, S. and Fu, M. (2008). The determinants of bank performance in China, Working paper series, No. WP-EMG-03-2008, Cass Business School, City University.
- Hopkins, W. E., Hopkins, S. A. (1997). Strategic Planning-Financial Performance Relationships in Banks: A Causal Examination. In: Strategic Management Journal, 18(8), 635-652.
- Huang, Q. (2020). Ownership concentration and bank profitability in China. Economics Letters, 109525. doi:10.1016/j.econlet.2020.109525
- Javaid, S., Anwar, J., Zaman, K. & Gafoor, A. (2011). Determinants of bank profitability in Pakistan: Internal factor analysis. Mediterranean Journal of Social Sciences, 2(1), 2039-2117.
- Kanas, A., D. Vasiliou, & N. Eriotis. (2012). Revisiting bank profitability: A semi-parametric approach. Journal of International Financial Markets, Institutions and Money, 22 (4), 990–1005. doi:10.1016/j.intfin.2011.10.003.
- Khademi, S.R., Falihi, N., Dalmanpour, M., & Naghi Lou, A. (2020). Investigating the effects of specific banking and macroeconomic variables on the profitability of banks (Comparison of neoclassical and post-Keynesian schools). Financial Economics, 14 (53), 213-252. (In Persian)
- Khediri, K. B., & Khedhiri, H. B. (2009). Determinants of Islamic bank profitability in the MENA region. International Journal of Monetary Economics and Finance, 2(3/4), 409. doi:10.1504/ijmef.2009.029072
- Kosmidou, K., Tanna, S. and Pasiouras, F. (2005). Determinants of profitability of domestic UK commercial banks: panel evidence from the period 1995-2002, 37th Annual Conference of the Money Macro and Finance Research Group Proceedings, Rethymno, 1-3 September, available at: http://images.coventry.ac.uk/bes/cubs/aboutthebusinessschool/Economicsfinanceandaccounting/ Documents/RP2008-4.pdf (accessed 2 August 2009).
- Kumar, V., Thrikawala, S., & Acharya, S. (2021). Financial inclusion and bank profitability: Evidence from a developed market. Global Finance Journal, 100609. doi:10.1016/j.gfj.2021.100609
- Le, Tu D.Q., and Dat T. Nguyen. (2020). Capital Structure and Bank Profitability in Vietnam: A Quantile Regression Approach. Journal of Risk and Financial Management, 13(8), 168.
- Lindblom, T., & von Koch, C. (2002). Cross-Border Bank Mergers and Acquisitions in the EU. The Service Industries Journal, 22(4), 41–72. doi:10.1080/714005097
- Markowitz, H. (1952). Portfolio selection. The Journal of Finance, 7(1), pp. 77-91.
- Markowitz, H.M. (1991). Foundations of portfolio theory. The Journal of Finance, 46(2), 469-477.
- Maudos, J., & Fernández de Guevara, J. (2004). Factors explaining the interest margin in the banking sectors of the European Union. Journal of Banking & Finance, 28(9), 2259–2281. doi:10.1016/j.jbankfin.2003.09.00
- Mehrabanpour, M., Naderi Noorini, M., Inalu, A., & Ash'ari, A. (2017). Factors affecting the profitability of banks. Empirical Studies in Financial Accounting, 14 (54), 113-134. (In Persian)
- Menicucci, E. and Paolucci, G. (2016). Factors affecting bank profitability in Europe: an empirical investigation, African Journal of Business Management, 10(17), 410-420.
- Mirzaei, A., & Mirzaei, Z. (2011). Bank-specific and Macroeconomic Determinants of Profitability in Middle Eastern Banking. Iranian Economic Review, 15(29).
- Mirzaei, A., Moore, T., & Liu, G. (2013). Does market structure matter on banks’ profitability and stability? Emerging vs. advanced economies. Journal of Banking &Finance, 37(8), 2920–2937.
- Missaoui, S., & Raissi, N. (2020). Governance Effect of Board of Directors on Banking Performance: Evidence From Tunisia. International Journal of Financial Research, 11(2), 358. (In Persian), doi:10.5430/ijfr.v11n2p358
- Molyneux, P., & Thornton, J. (1992). Determinants of European bank profitability: A note. Journal of Banking & Finance, 16(6), 1173–1178. doi:10.1016/0378-4266(92)90065-8
- Moudud-Ul-Huq, S., Ashraf, B.N., Gupta, A.D. and Zhang, C. (2018), Does bank diversification heterogeneously affect performance and risk-taking in ASEAN emerging economies? Research in International Business and Finance, 46, 342-362.
- Muda, M., Shaharuddin, A. & Embaya, A. (2013). Profitability determinants and the impact of global financial crisis: A panel data analysis of Malaysian Islamic banks. Research Journal of Finance and Accounting, 4(7), 121-130
- Mustafa, A. R., Ansari, R. H. & Younis, M. U. (2011). Does the loan loss provision affect the banking profitability in case of Pakistan? Asian Economic and Financial Review, 2(7), 772-783.
- Najafi Shariatzadeh, I., Shabanzadeh, M., & Zomordian, Gh. (2016). Investigating the effective factors on the profitability of Iranian commercial banks using the ARDL panel model. Financial Engineering and Securities Management, 7 (29), 151-172. (In Persian)
- Nataraja, N. S., Chilale, N. R., & Ganesh, L. (2018). Financial Performance of private Commercial Banks in India: Multiple Regression Analysis. Academy of Accounting and Financial Studies Journal, 22(2), 1-12.
- Nazarian, R., Mehrabian, A., & Moradi, B. (2017). Investigating the effect of economic cycles on the performance of banks in Iran: A case study of Bank Melli Iran (2014-2015). Financial Economics, 11 (40), 117-138. (In Persian)
- Nisar, S., Peng, K., Wang, S., & Ashraf, B. (2018). The Impact of Revenue Diversification on Bank Profitability and Stability: Empirical Evidence from South Asian Countries. International Journal of Financial Studies, 6(2), 40. doi:10.3390/ijfs6020040
- Nouri Borojerdi, P., Jalili, M., & Mardani, F. (2010). The Effect of Concentration in the Banking Industry and other Factors on the Profitability of State Banks. Journal of Monetary & Banking Research, 2(5), 175-202. (In Persian)
- Obamuyi, T. M. (2013). Determinants of bank’s profitability in a developing economy: Evidence from Nigeria. Organizations and Markets in Emerging Economies, 4(2), 97-109.
- Pasiouras, F., & Kosmidou, K. (2007). Factors influencing the profitability of domestic and foreign commercial banks in the European Union. Research in International Business and Finance, 21(2), 222–237. doi:10.1016/j.ribaf.2006.03.007
- Pazhouyan, J., & Shafiei, A. (2009). The analysis of market structure in banking industry: The application of DAVIES'U index. Journal of Quantitative Economics (Quarterly Journal of Economics Review), 5(4 (19)), 81-105. (In Persian)
- Perry, P. (1992). Do Banks Gain or Lose From Inflation. Journal of Retail Banking, 14(2), 25-30.
- Petria,. N. Capraru, B., & Ihnatov, I. (2015). Determinants of Banks’ Profitability: Evidence from EU 27 Banking Systems. Procedia Economics and Finance. 20, 518-524. Doi: 10.1016/S2212-5671(15)00104-5
- Pourmehr, M., and Sepehrdoost, H., and Naziri, M., & Mehregan, N. (2018). Impact Of Macroeconomic and Management Quality Variables On The Profitability Of Private Banks; Using Structural Panel VAR Approach. Economic Modeling Research, 9 (34), 201-254. (In Persian)
- Ramlall, I. (2009). Bank-Specific, Industry-Specific and Macroeconomic Determinants of Profitability in Taiwanese Banking System: Under Panel Data Estimation. International Research Journal of Finance and Economics, (34), 160-167.
- Senan, N. A. M & Anagreh, S. A & Al-Dalaien, B.O.A & Almuhari, F & S.D. Khaled, A & AL-Homaidi, E. A (2021). Working Capital Management and Banks' Performance: Evidence from India. Journal of Asian Finance, Economics and Business, 8(6), 0747–0758.
- Seyed Noorani, S., Amiri, H., & Mohammadiyan, A. (2012). The Causal Relationship between Bank Capital and Profitability. Economic Growth and Development Research, 2(6), 44-11. (In Persian)
- Shehzad, C. T., De Haan, J., & Scholtens, B. (2013). The relationship between size, growth and profitability of commercial banks. Applied Economics, 45(13), 1751–1765. doi:10.1080/00036846.2011.637896.
- Sherafat Jahormi, M. N., & Sedaghat parast, E. (2013). Nonperforming Loans Impacts on Inflation and Production. Journal of Economics and Modelling, 4(14-15), 158-189. (In Persian)
- Short, B. (1979). The relation between commercial bank profit rates and banking concentration in Canada, Western Europe and Japan. Journal of Banking and Finance, 3 (4), 209-219.
- Smirlock, M. (1985). Evidence on the (non) relationship between concentration and profitability in banking. Journal of Money, Credit and Banking, 17(1), 69–83.
- Stiroh, K. J., & Rumble, A. (2006). The dark side of diversification: The case of US financial holding companies. Journal of Banking & Finance, 30(8), 2131–2161. doi:10.1016/j.jbankfin.2005.04.030
- Sufian, F. & Chong, R. R. (2008). Determinants of bank profitability in a developing economy: Empirical evidence from the Philippines. Asian Academy of Management Journal of Accounting and Finance, 4(2), 91-112.
- Sufian, F. (2012), Determinants of bank profitability in developing economies: empirical evidence from the South Asian banking sectors. Contemporary South Asia, 20(3), 375-399.
- Tabak, B.M., Fazio, D.M., & Cajueiro, D.O. (2011). The effects of loan portfolio concentration on Brazilian banks’ return and risk. Journal of Banking & Finance, 35(11), 3065–3076. doi:10.1016/j.jbankfin.2011.04.006
- Tan, Y & Floros, C. (2012). Bank profitability and inflation: the case of China. J. Chin. Econ. Stud. 39(6), 675-696.
- Tan, Y., & Floros, C. (2012). Bank profitability and GDP growth in China: A note. Journal of Chinese Economic and Business Studies, 10(3), 267–273.
- Tregenna, F. (2009). The fat years: the structure and profitability of the U.S. banking sector in the pre-crisis period. Cambridge J. Econ. 33 (4), 609–632.
- Uddin, M.J., Majumder, M.T.H., Akter, A. and Zaman, R. (2021), Do the diversification of income and assets spur bank profitability in Bangladesh? A dynamic panel data analysis, Vilakshan. XIMB Journal of Management, Vol. ahead-of-print No. ahead-of-print. doi:10.1108/XJM-01-2021-0023