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Factors influencing commercial bank profitability in Bangladesh: a panel data approach

Author

Listed:
  • Taslima Akther

    (University of Chittagong)

  • Mushfiqur Rahman

    (Royal Embassy of Saudi Arabia)

  • Md. Mufidur Rahman

    (University of Chittagong)

Abstract

This research is one of the few studies that examine the association of bank-specific determinants and macroeconomic factors with profitability in the banking industry of a developing country. This paper evaluates how bank-specific factors and macroeconomic determinants affect the profitability of commercial banks in Bangladesh. This study demonstrates that bank-specific factors and macroeconomic determinants are crucial catalysts in ensuring financial institutions' continuity and stable performance. The paper uses return on assets (ROA) as a proxy of bank profitability. The study also employs a group of explanatory variables, such as bank-specific determinants, which include capital adequacy (CAD), bank branches, asset management, deposit (DEP), and assets quality. The paper also considers gross domestic product, inflation rate (IF), exchange rate (EXR), and stock traded as macroeconomic variables. Pooled, fixed, and random effects models and unit root tests are employed on panel data for 24 commercial banks listed in Dhaka stock exchange from 2014 to 2020. The study results indicate that all bank-specific factors except CAD and DEP affect ROA statistically significantly. The paper also shows that among the macroeconomic determinants, IF has a significant and positive effect on ROA, while EXRTE significantly negatively impacts bank profitability. The findings of this paper are limited to the banking industry in Bangladesh, and it will provide valuable insights for future studies. Graphical abstract

Suggested Citation

  • Taslima Akther & Mushfiqur Rahman & Md. Mufidur Rahman, 2023. "Factors influencing commercial bank profitability in Bangladesh: a panel data approach," Future Business Journal, Springer, vol. 9(1), pages 1-20, December.
    • Handle: RePEc:spr:futbus:v:9:y:2023:i:1:d:10.1186_s43093-023-00247-8
    DOI: 10.1186/s43093-023-00247-8
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    1. Abdul Rashid & Sana Jabeen, 2016. "Analyzing performance determinants: Conventional versus Islamic Banks in Pakistan," Borsa Istanbul Review, Research and Business Development Department, Borsa Istanbul, vol. 16(2), pages 92-107, June.
    2. Athanasoglou, Panayiotis P. & Brissimis, Sophocles N. & Delis, Matthaios D., 2008. "Bank-specific, industry-specific and macroeconomic determinants of bank profitability," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 18(2), pages 121-136, April.
    3. Muhammad Enamul Haque & Nusrat Farzana, 2018. "Examination of Bank-Specific and Macroeconomic Determinants of Islamic Banks Profitability in Bangladesh: A Panel Data Approach," Asian Journal of Empirical Research, Asian Economic and Social Society, vol. 8(11), pages 405-417.
    4. Molyneux, Philip & Thornton, John, 1992. "Determinants of European bank profitability: A note," Journal of Banking & Finance, Elsevier, vol. 16(6), pages 1173-1178, December.
    5. M. Hashem Pesaran & Yongcheol Shin & Richard J. Smith, 2001. "Bounds testing approaches to the analysis of level relationships," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 16(3), pages 289-326.
    6. Louzis, Dimitrios P. & Vouldis, Angelos T. & Metaxas, Vasilios L., 2012. "Macroeconomic and bank-specific determinants of non-performing loans in Greece: A comparative study of mortgage, business and consumer loan portfolios," Journal of Banking & Finance, Elsevier, vol. 36(4), pages 1012-1027.
    7. Kao, Chihwa, 1999. "Spurious regression and residual-based tests for cointegration in panel data," Journal of Econometrics, Elsevier, vol. 90(1), pages 1-44, May.
    8. Im, Kyung So & Pesaran, M. Hashem & Shin, Yongcheol, 2003. "Testing for unit roots in heterogeneous panels," Journal of Econometrics, Elsevier, vol. 115(1), pages 53-74, July.
    9. Mohammad Sofie Abdul Hasan & Adler Haymans Manurung & Bahtiar Usman, 2020. "Determinants of Bank Profitability with Size as Moderating Variable," Journal of Applied Finance & Banking, SCIENPRESS Ltd, vol. 10(3), pages 1-7.
    10. Asongu Simplice, 2011. "Government Quality Determinants of Stock Market Performance in African Countries," Working Papers of the African Governance and Development Institute. 11/019, African Governance and Development Institute..
    11. Ross Levine & Norman Loayza & Thorsten Beck, 2002. "Financial Intermediation and Growth: Causality and Causes," Central Banking, Analysis, and Economic Policies Book Series, in: Leonardo Hernández & Klaus Schmidt-Hebbel & Norman Loayza (Series Editor) & Klaus Schmidt-Hebbel (Se (ed.),Banking, Financial Integration, and International Crises, edition 1, volume 3, chapter 2, pages 031-084, Central Bank of Chile.
    12. Pasiouras, Fotios & Kosmidou, Kyriaki, 2007. "Factors influencing the profitability of domestic and foreign commercial banks in the European Union," Research in International Business and Finance, Elsevier, vol. 21(2), pages 222-237, June.
    13. Ibrahim El‐Sayed Ebaid, 2009. "The impact of capital‐structure choice on firm performance: empirical evidence from Egypt," Journal of Risk Finance, Emerald Group Publishing Limited, vol. 10(5), pages 477-487, November.
    14. Elisa Menicucci & Guido Paolucci, 2016. "The determinants of bank profitability: empirical evidence from European banking sector," Journal of Financial Reporting and Accounting, Emerald Group Publishing Limited, vol. 14(1), pages 86-115, July.
    15. Perera, Anil & Wickramanayake, J., 2016. "Determinants of commercial bank retail interest rate adjustments: Evidence from a panel data model," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 45(C), pages 1-20.
    16. Tanvir Ahmed & Mahjabeen Binte Alam & Zahin Irfan Khan & Shehrly Mahaboob Hera & Masnun Haque, 2020. "Factors Affecting Banking Bailout: A Study on Bangladeshi Commercial Banks," Journal of Asian Business Strategy, Asian Economic and Social Society, vol. 10(2), pages 184-191.
    17. Sreemanta Sarkar & Debdas Rakshit, 2023. "Factors Influencing the Performance of Commercial Banks: A Dynamic Panel Study on India," FIIB Business Review, , vol. 12(1), pages 85-99, March.
    18. Andrew Bell & Malcolm Fairbrother & Kelvyn Jones, 2019. "Fixed and random effects models: making an informed choice," Quality & Quantity: International Journal of Methodology, Springer, vol. 53(2), pages 1051-1074, March.
    19. Suzan Dsouza & Mustafa Raza Rabbani & Iqbal Thonse Hawaldar & Ajay Kumar Jain, 2022. "Impact of Bank Efficiency on the Profitability of the Banks in India: An Empirical Analysis Using Panel Data Approach," IJFS, MDPI, vol. 10(4), pages 1-18, October.
    20. Bose, Sudipta & Saha, Amitav & Khan, Habib Zaman & Islam, Shajul, 2017. "Non-financial disclosure and market-based firm performance: The initiation of financial inclusion," Journal of Contemporary Accounting and Economics, Elsevier, vol. 13(3), pages 263-281.
    21. Khemaies Bougatef, 2017. "Determinants of bank profitability in Tunisia: does corruption matter?," Journal of Money Laundering Control, Emerald Group Publishing Limited, vol. 20(1), pages 70-78, January.
    22. Mariusz Prochniak & Katarzyna Wasiak, 2017. "The impact of the financial system on economic growth in the context of the global crisis: empirical evidence for the EU and OECD countries," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 44(2), pages 295-337, May.
    23. Bouzgarrou, Houssam & Jouida, Sameh & Louhichi, Waël, 2018. "Bank profitability during and before the financial crisis: Domestic versus foreign banks," Research in International Business and Finance, Elsevier, vol. 44(C), pages 26-39.
    24. Hala Baydoun & Mehmet Aga, 2021. "The Effect of Energy Consumption and Economic Growth on Environmental Sustainability in the GCC Countries: Does Financial Development Matter?," Energies, MDPI, vol. 14(18), pages 1-17, September.
    25. Jaffar Abbas & Shahid Mahmood & Hashim Ali & Muhammad Ali Raza & Ghaffar Ali & Jaffar Aman & Shaher Bano & Mohammad Nurunnabi, 2019. "The Effects of Corporate Social Responsibility Practices and Environmental Factors through a Moderating Role of Social Media Marketing on Sustainable Performance of Business Firms," Sustainability, MDPI, vol. 11(12), pages 1-33, June.
    26. Shafiqul Islam & Md. Shohel Rana, 2019. "Determinants of Bank Profitability: Evidence from Commercial Banks of Bangladesh," Journal of Asian Business Strategy, Asian Economic and Social Society, vol. 9(2), pages 174-183.
    27. Muhammad Enamul Haque & Nusrat Farzana, 2018. "Examination of bank-specific and macroeconomic determinants of Islamic banks profitability in Bangladesh: a panel data approach," Asian Journal of Empirical Research, Asian Economic and Social Society, vol. 8(11), pages 404-417, November.
    28. Cornelius Yao Azumah & Anthony Owusu-Ansah & Godfred Amewu & Williams Ohemeng, 2023. "The effect of banking sector reforms on interest rate spread: Evidence from Ghana," Cogent Economics & Finance, Taylor & Francis Journals, vol. 11(1), pages 2175463-217, December.
    29. Dietrich, Andreas & Wanzenried, Gabrielle, 2011. "Determinants of bank profitability before and during the crisis: Evidence from Switzerland," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 21(3), pages 307-327, July.
    30. Baltagi, Badi H. & Feng, Qu & Kao, Chihwa, 2012. "A Lagrange Multiplier test for cross-sectional dependence in a fixed effects panel data model," Journal of Econometrics, Elsevier, vol. 170(1), pages 164-177.
    31. Eissa A. Al-Homaidi & Najib H.S. Farhan & Waleed M. Alahdal & Amgad S.D. Khaled & Moatasem M. Qaid, 2021. "Factors affecting the profitability of Indian listed firms: a panel data approach," International Journal of Business Excellence, Inderscience Enterprises Ltd, vol. 23(1), pages 1-17.
    32. Fadzlan Sufian & Muzafar Shah Habibullah, 2009. "Determinants of bank profitability in a developing economy: Empirical evidence from Bangladesh," Journal of Business Economics and Management, Taylor & Francis Journals, vol. 10(3), pages 207-217, April.
    33. Kamrul Hassan & Ariful Hoque & Paul Sergius Koku, 2015. "Purchasing Power Parity in the SAARC Region: Evidence from Unit Root Test with Cross-Sectional Dependence," Journal of Developing Areas, Tennessee State University, College of Business, vol. 49(5), pages 129-137, Special I.
    34. Sanderson Abel & Pierre Le Roux, 2016. "Determinants of Banking Sector Profitability in Zimbabwe," International Journal of Economics and Financial Issues, Econjournals, vol. 6(3), pages 845-854.
    35. da Silva, Patrícia Pereira & Cerqueira, Pedro André & Ogbe, Wojolomi, 2018. "Determinants of renewable energy growth in Sub-Saharan Africa: Evidence from panel ARDL," Energy, Elsevier, vol. 156(C), pages 45-54.
    36. Robin, Iftekhar & Salim, Ruhul & Bloch, Harry, 2018. "Financial performance of commercial banks in the post-reform era: Further evidence from Bangladesh," Economic Analysis and Policy, Elsevier, vol. 58(C), pages 43-54.
    37. Shah, Syed Ale Raza & Zhang, Qianxiao & Abbas, Jaffar & Tang, Hui & Al-Sulaiti, Khalid Ibrahim, 2023. "Waste management, quality of life and natural resources utilization matter for renewable electricity generation: The main and moderate role of environmental policy," Utilities Policy, Elsevier, vol. 82(C).
    38. Zoltan Bakucs & Imre Ferto, 2011. "Innovation and output in OECD countries: implications upon emerging economies," International Journal of Innovation and Learning, Inderscience Enterprises Ltd, vol. 9(4), pages 388-400.
    39. Faozi A. Almaqtari & Eissa A. Al‐Homaidi & Mosab I. Tabash & Najib H. Farhan, 2019. "The determinants of profitability of Indian commercial banks: A panel data approach," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 24(1), pages 168-185, January.
    40. Tan, Yong, 2016. "The impacts of risk and competition on bank profitability in China," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 40(C), pages 85-110.
    41. Vincent Okoth Ongore & Gemechu Berhanu Kusa, 2013. "Determinants of Financial Performance of Commercial Banks in Kenya," International Journal of Economics and Financial Issues, Econjournals, vol. 3(1), pages 237-252.
    42. Sehrish Gul & Faiza Irshad & Khalid Zaman, 2011. "Factors Affecting Bank Profitability in Pakistan," Romanian Economic Journal, Department of International Business and Economics from the Academy of Economic Studies Bucharest, vol. 14(39), pages 61-87, March.
    43. Ibrahim El-Sayed Ebaid, 2009. "The impact of capital-structure choice on firm performance: empirical evidence from Egypt," Journal of Risk Finance, Emerald Group Publishing, vol. 10(5), pages 477-487, November.
    44. Rafael E. De Hoyos & Vasilis Sarafidis, 2006. "Testing for cross-sectional dependence in panel-data models," Stata Journal, StataCorp LP, vol. 6(4), pages 482-496, December.
    45. Naceur, Samy Ben & Ghazouani, Samir, 2007. "Stock markets, banks, and economic growth: Empirical evidence from the MENA region," Research in International Business and Finance, Elsevier, vol. 21(2), pages 297-315, June.
    46. Bourke, Philip, 1989. "Concentration and other determinants of bank profitability in Europe, North America and Australia," Journal of Banking & Finance, Elsevier, vol. 13(1), pages 65-79, March.
    47. Husam RJOUB & Irfan CIVCIR & Nil Gunsel RESATOGLU, 2017. "Micro and Macroeconomic Determinants of Stock Prices: The Case of Turkish Banking Sector," Journal for Economic Forecasting, Institute for Economic Forecasting, vol. 0(1), pages 150-166, March.
    48. Song l KAK LL ACARAVCI & Ahmet Ertugrul ALIM, 2013. "Turkish Banking Sector's Profitability Factors," International Journal of Economics and Financial Issues, Econjournals, vol. 3(1), pages 27-41.
    49. Doğan, Mesut & Yildiz, Feyyaz, 2023. "Testing the Factors that Determine the Profitability of Banks with a Dynamic Approach: Evidence from Turkey," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 12(1), pages 225-248.
    50. Elisa Menicucci & Guido Paolucci, 2016. "The determinants of bank profitability: empirical evidence from European banking sector," Journal of Financial Reporting and Accounting, Emerald Group Publishing Limited, vol. 14(1), pages 86-115, July.
    51. Olalere Oluwaseyi Ebenezer & Wan Ahmad Wan Bin Omar & Syahida Kamil, 2017. "Bank Specific and Macroeconomic Determinants of Commercial Bank Profitability: Empirical Evidence from Nigeria," International Journal of Finance & Banking Studies, Center for the Strategic Studies in Business and Finance, vol. 6(1), pages 25-38, January.
    52. Neeraj Gupta & Jitendra Mahakud & David McMillan, 2020. "Ownership, bank size, capitalization and bank performance: Evidence from India," Cogent Economics & Finance, Taylor & Francis Journals, vol. 8(1), pages 1808282-180, January.
    53. Serhat Yüksel & Shahriyar Mukhtarov & Elvin Mammadov & Mustafa Özsarı, 2018. "Determinants of Profitability in the Banking Sector: An Analysis of Post-Soviet Countries," Economies, MDPI, vol. 6(3), pages 1-15, July.
    54. Shafiqul Islam & Md. Shohel Rana, 2019. "Determinants of Bank Profitability: Evidence from Commercial Banks of Bangladesh," Journal of Asian Business Strategy, Asian Economic and Social Society, vol. 9(2), pages 174-183, December.
    55. Eissa A. Al-Homaidi & Mosab I. Tabash & Najib H. S. Farhan & Faozi A. Almaqtari, 2018. "Bank-specific and macro-economic determinants of profitability of Indian commercial banks: A panel data approach," Cogent Economics & Finance, Taylor & Francis Journals, vol. 6(1), pages 1548072-154, January.
    56. Zampara, K. & Giannopoulos, M. & Koufopoulos, D. N., 2017. "Macroeconomic and industry-specific determinants of Greek bank profitability," International Journal of Business and Economic Sciences Applied Research (IJBESAR), International Hellenic University (IHU), Kavala Campus, Greece (formerly Eastern Macedonia and Thrace Institute of Technology - EMaTTech), vol. 10(1), pages 13-22, March.
    57. Keshtgar, Nafiseh & Pahlavani, Mosayeb & Mirjalili, Seyed Hossein, 2020. "The Impact of Exchange Rate volatility on Banking Performance (case of Iran)," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 12(1), pages 39-56.
    58. Mesut Doğan & Feyyaz Yildiz, 2023. "Testing the Factors that Determine the Profitability of Banks with a Dynamic Approach: Evidence from Turkey," Journal of Central Banking Theory and Practice, Central bank of Montenegro, vol. 12(1), pages 225-248.
    59. Levin, Andrew & Lin, Chien-Fu & James Chu, Chia-Shang, 2002. "Unit root tests in panel data: asymptotic and finite-sample properties," Journal of Econometrics, Elsevier, vol. 108(1), pages 1-24, May.
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