Examining the Impact of Macroeconomic Factors and Non-Performing Loans on Banking Sector Profitability: A Panel Data Analysis for East Africa Using the ARDL Model
DOI:
https://doi.org/10.47747/ijbme.v6i2.2698Keywords:
Banking Sector Profitability, Macroeconomic Factors, Non-performing Loans (NPLs), Panel Data Analysis, ARDL ModelAbstract
Can the profitability of banks in East Africa withstand the dual challenges of non-performing loans (NPLs) and volatile macroeconomic conditions? This study examines the interplay between NPLs, macroeconomic factors (money supply, GDP, inflation) and banking sector performance in Tanzania, Kenya, and Uganda over the period 2000-2022. Using panel data and the Autoregressive Distributed Lag (ARDL) model, we uncover nuanced relationships between these variables. Cointegration analysis confirms a long-term equilibrium relationship, while the Pooled Mean Group (PMG) regression results reveal a rapid adjustment to equilibrium. The findings highlight that NPLs exert a significant negative long-term impact on profitability metrics; Return on Assets (ROA) and Return on Equity (ROE), underscoring the importance of robust credit risk management. Interestingly, short-term dynamics suggest that inflation can temporarily enhance profitability, while NPLs immediately diminish ROE. These insights provide valuable guidance for policymakers and banking executives seeking to bolster the resilience and growth of the East African banking sector. Future research should broaden this analysis to include political and global economic variables for a more comprehensive understanding of banking profitability in emerging markets
Downloads
References
Abedin, Md. T., & Dawan, Md. M. (2016). A Panel Data Analysis for Evaluating the Profitability of the Banking Sector in Bangladesh. Asian Journal of Economics and Empirical Research, 3(2), 163–171. https://doi.org/10.20448/journal.501/2016.3.2/501.2.163.171
Acharya, K. R., & Vyas, S. K. (2022). The Impact of Bank-Specific and Macroeconomic Variables on Commercial Banks Profitability in Nepal. Patan Pragya, 10(01), 74–85. https://doi.org/10.3126/pragya.v10i01.50592
Afriyie, E. Y. (2022). Profitability Determinants of Commercial Banks: Empirical Evidence from Sub-Saharan Africa. African Journal of Business and Economic Research, 17(3), 7–25. https://doi.org/10.31920/1750-4562/2022/v17n3a1
Akinci, O. (2013). Global Financial Conditions, Country Spreads and Macroeconomic Fluctuations in Emerging Countries. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.2324277
Arenas, L., Gil-Lafuente, A. M., & Reverter, J. B. (2023). The Impact Of Disruptive Technology On Banking Under Switching Volatility Regimes. Technological and Economic Development of Economy, 29(4), 1264–1290. https://doi.org/10.3846/tede.2023.18976
Athanasoglou, P. P., Brissimis, S. N., & Delis, M. D. (2008). Bank-specific, industry-specific and macroeconomic determinants of bank profitability. Journal of International Financial Markets, Institutions and Money, 121–136. https://doi.org/10.1016/j.intfin.2006.07.001
Aulia, N. P., & Nur Aisyah, E. (2023). Analysis of The Influence of Financing, Inflation, and The Amount of Money Supply on The Profitability of Syariah Bank in Indonesia. Perisai : Islamic Banking and Finance Journal, 7(2), 278–292. https://doi.org/10.21070/perisai.v7i2.1668
Aydemir, O., & Demirhan, E. (2009). The Relationship between Stock Prices and Exchange Rates Evidence from Turkey. 23. file:///C:/Users/User/Downloads/irjfe_23_161.pdf
Beck, T., & Cull, R. (2014). SME Finance in Africa. Journal of African Economies, 23(5), 583–613. https://doi.org/10.1093/jae/eju016
Berger, A. N., & Bouwman, C. H. S. (2013). How does capital affect bank performance during financial crises? Journal of Financial Economics, 109(1), 146–176. https://doi.org/10.1016/j.jfineco.2013.02.008
Berger, A. N., & Humphrey, D. B. (1997). Efficiency of financial institutions: International survey and directions for future research. European Journal of Operational Research, 98(2), 175–212. https://doi.org/10.1016/S0377-2217(96)00342-6
Bhattarai, B. P. (2020). Effects of Non-Performing Loan on Profitability of Commercial Banks in Nepal. Itihas- The Journal Of Indian Management, 10(4), 15–22. https://doi.org/10.5958/2456-7302.2020.00011.7
Bhowmik, P. K., & Sarker, N. (2024). Non-performing loans (NPLs) and non-performance: Evidence from South Asian banks. International Journal of Research in Business and Social Science (2147- 4478), 13(2), 197–206. https://doi.org/10.20525/ijrbs.v13i2.3235
Boyd, J. H., Levine, R., & Smith, B. D. (2001). The impact of inflation on financial sector performance. Journal of Monetary Economics, 47(2), 221–248. https://doi.org/10.1016/S0304-3932(01)00049-6
Brahmaiah, B., & Ranajee. (2018). Factors Influencing Profitability of Banks in India. Theoretical Economics Letters, 08(14), 3046–3061. https://doi.org/10.4236/tel.2018.814189
Caballero, R. J., & Krishnamurthy, A. (2006). Bubbles and capital flow volatility: Causes and risk management. Journal of Monetary Economics, 53(1), 35–53. https://doi.org/10.1016/j.jmoneco.2005.10.005
Chen, Y., Lin, T., Chiu, Y., & Yang, C. (2024). An exploration of operational efficiency, market efficiency, and sustainable development in the banking industry. Corporate Social Responsibility and Environmental Management, 31(5), 4819–4848. https://doi.org/10.1002/csr.2823
Claessens, S., Demirgüç-Kunt, A., & Huizinga, H. (2001). How does foreign entry affect domestic banking markets? Journal of Banking & Finance, 25(5), 891–911. https://doi.org/10.1016/S0378-4266(00)00102-3
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. https://doi.org/10.1016/j.intfin.2010.11.002
Doğan, M., & Yildiz, F. (2023). Testing the Factors that Determine the Profitability of Banks with a Dynamic Approach: Evidence from Turkey. Journal of Central Banking Theory and Practice, 12(1), 225–248. https://doi.org/10.2478/jcbtp-2023-0010
El-Ansary, O., & Rashwan, M. M. (2020). Introducing financial inclusion to MENA Islamic-banks profitability determinants. Corporate Ownership and Control, 18(1, Special Issue), 242–260. https://doi.org/10.22495/cocv18i1siart2
Fernández, A. I., González, F., & Suárez, N. (2016). Banking stability, competition, and economic volatility. Journal of Financial Stability, 22, 101–120. https://doi.org/10.1016/j.jfs.2016.01.005
Fofack, H. L. (2005). Nonperforming Loans In Sub-Saharan Africa: Causal Analysis And Macroeconomic Implications. The World Bank. https://doi.org/10.1596/1813-9450-3769
Forcadell, F. J., Aracil, E., & Úbeda, F. (2019). The Influence of Innovation on Corporate Sustainability in the International Banking Industry. Sustainability, 11(11), 3210. https://doi.org/10.3390/su11113210
Ghimire, S. R., Aryal, N. P., & Basnet, A. (2024). Impact of Monetary Policy on the Profitability of Nepalese Commercial Banks. Interdisciplinary Journal of Management and Social Sciences, 5(1), 147–157. https://doi.org/10.3126/ijmss.v5i1.62671
Ghosh, A. (2015). Banking-industry specific and regional economic determinants of non-performing loans: Evidence from US states. Journal of Financial Stability, 20, 93–104. https://doi.org/10.1016/j.jfs.2015.08.004
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. https://doi.org/10.1111/j.1467-9957.2004.00397.x
Gujarati, D. N., & Porter, D. C. (2009). Basic econometrics (5th ed). McGraw-Hill Irwin.https://ucanapplym.s3.ap-south-1.amazonaws.com/RGU/notifications/E_learning/0nline_study/Basic-Econometrics-5th-Ed-Gujarati-and-P.pdf
Hafidh, H. A., & Burhan, J. (2021). Effect of Macroeconomic Factors on Islamic Banking Profitability: A Case Study of Islamic Division People’s Bank of Zanzibar. Kuwait Chapter of Arabian Journal of Business and Management Review, 10(1), 1–9. https://doi.org/10.12816/0059045
Hassan, M. (2019). How bank regulations impact efficiency and performance? Journal of Financial Economic Policy, 12(4), 545–575. https://doi.org/10.1108/JFEP-06-2019-0119
Hattingh, D., Leke, A., & Russo, B. (2017). Growth in Africa’s consumer sector. On the Move, 6. https://www.mckinsey.com/~/media/mckinsey/industries/consumer%20packaged%20goods/our%20insights/lions%20still%20on%20the%20move%20growth%20in%20africas%20consumer%20sector/lions-still-on-the-move-growth-in-africas-consumer-sector.pdf
Hawkins, J., & Klau, M. (2000). Measuring Potential Vulnerabilities in Emerging Market Economies. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.849258
Helhel, Y. (2014). Evaluating The Performance of the Commercial Banks In Georgia. Research Journal of Finance and Accounting. file:///C:/Users/User/Downloads/CommercialBanksInGeorgia.pdf
Hidayat, I., Alwahidin, A., & Aspiani, T. (2020). The Effect Of Inflation, Interest Rate, And Gross Domestic Products On The Profitability Of Sharia Banking In Indonesia (Sharia Banking Financial Reports 2014-2018). Journal of Industrial Engineering & Management Research, 1(4), 59-66. https://doi.org/10.7777/jiemar.v1i4.102
Islam, F. T. (2018). Evaluating Loan Loss Provisioning for Non-Performing Loans and Its Impact on the Profitability of Commercial Banks in Bangladesh. Asian Finance & Banking Review, 2(2), 33–41. https://doi.org/10.46281/asfbr.v2i2.222
Islam, M. R. (2023). The Impact of Macroeconomic Factors on Profitability of Commercial Bank in the UK. International Journal For Multidisciplinary Research, 5(1), 1406. https://doi.org/10.36948/ijfmr.2023.v05i01.1406
Katırcıoglu, S., Ozatac, N., & Taspınar, N. (2020). The role of oil prices, growth and inflation in bank profitability. The Service Industries Journal, 40(7–8), 565–584. https://doi.org/10.1080/02642069.2018.1460359
Khue, N. N. D., & Lai, Y.-W. (2020). Threshold Effects Of Inflation On The Banking Sector Performance In The Asean-6 Countries. Romanian Journal of Economic Forecasting.https://ipe.ro/new/rjef/rjef1_20/rjef1_2020p117-133.pdf
Кorneev, V., Dziubliuk, O., Tymkiv, A., Antkiv, V., & Kucherenko, N. (2023). Banking Sector Stability and Economic Development: Assessment of Risks and Efficiency. Economic Affairs, 68(3). https://doi.org/10.46852/0424-2513.3.2023.33
Lane, P. R. (2003). Business Cycles and Macroeconomic Policy in Emerging Market Economies. International Finance, 6(1), 89–108. https://doi.org/10.1111/1468-2362.00109
Lepers, E., & Serrano, A. S. (2020). Decomposing financial (in)stability in emerging economies. Research in International Business and Finance, 51, 101068. https://doi.org/10.1016/j.ribaf.2019.101068
Levine, R. (1999). Financial Development and Economic Growth: Views and Agenda. The World Bank. https://doi.org/10.1596/1813-9450-1678
Lwiza, D. R. B., & Nwankwo, S. (2002). Market‐driven transformation of the banking sector in Tanzania. International Journal of Bank Marketing, 20(1), 38–49. https://doi.org/10.1108/02652320210415971
Molyneux, P., & Thornton, J. (1992). Determinants of European bank profitability: A note. Journal of Banking & Finance, 16(6), 1173–1178. https://doi.org/10.1016/0378-4266(92)90065-8
Mondal, T., & Mim, J. J. (2024). Nexus between Non-Performing Loan and Profitability: A Comprehensive Analysis of the Banking Industry of Chittagong Stock Exchange (CSE). BUFT Journal of Business & Economics, 5(1). https://doi.org/10.58481/BJBE/2417
Moreno-Brid, J. C., Nalin, L., & Pérez-Medina, E. (2023). Current External Challenges to the Economic Expansion of Emerging Markets: A Balance-of-Payments Constrained Growth Perspective. Institute for New Economic Thinking Working Paper Series. https://doi.org/10.36687/inetwp201
Ndang, B. (2019). The Effect of Corporate Bonds Spread Variability on Non- Financial Firms’ Financing Structure: Further Evidence from Emerging Markets. https://repository.mdx.ac.uk/download/f5b53e802e099b88750d8d2cb62755b8bd2a1946f468c315f63a50bf08e005cc/2377023/BNdang%20thesis%20EMBARGO.pdf
Neanidis, K. C. (2019). Volatile capital flows and economic growth: The role of banking supervision. Journal of Financial Stability, 40, 77–93. https://doi.org/10.1016/j.jfs.2018.05.002
Noorani, I. (2020). The Impact Of Macroeconomic Variables On The Profitability Of Commercial Banking In Pakistan. Global Journal for Management and Administrative Sciences, 1(1), 71–90. https://doi.org/10.46568/gjmas.v1i1.24
Okaro, C. S. (2016). Monetary Policy , the Control of Money Supply and Its Effects on the Profitability of Deposit Money Banks in Nigeria ( 1999—2013 ). NG-Journal of Social Development, 5(5), 56–70. https://doi.org/10.12816/0033190
Omankhanlen, A. E., Ilori, N., Isibor, A., & Okoye, L. U. (2021). Monetary Policies and the Achievement of Bank Profit Objective. Journal of Central Banking Theory and Practice, 10(2), 201–220. https://doi.org/10.2478/jcbtp-2021-0020
Pesaran, M. H., & Shin, Y. (1999). An Autoregressive Distributed-Lag Modelling Approach to Cointegration Analysis. In S. Strom (Ed.), Econometrics and Economic Theory in the 20th Century (pp. 371–413). Cambridge University Press. https://doi.org/10.1017/CCOL521633230.011
Pesaran, M. H., Shin, Y., & Smith, R. J. (2001). Bounds testing approaches to the analysis of level relationships. Journal of Applied Econometrics, 16(3), 289–326. https://doi.org/10.1002/jae.616
Phan, D. H. B., Narayan, P. K., Rahman, R. E., & Hutabarat, A. R. (2020). Do financial technology firms influence bank performance? Pacific-Basin Finance Journal, 62, 101210. https://doi.org/10.1016/j.pacfin.2019.101210
Quintyn, M., & Masciandaro, D. (2009). Regulating the Regulators: The Changing Face of Financial Supervision Architectures before and after the Crisis. European Company Law, 6(Issue 5), 187–196. https://doi.org/10.54648/EUCL2009038
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. The Journal of Asian Finance, Economics and Business, 5(2), 35–42. https://doi.org/10.13106/JAFEB.2018.VOL5.NO2.35
Reddy, K., Mubeen, S., Raju, K. H. H., Jalaja, V., & Mahabub Basha, S. (2023). Does The Performance Of Banking Sector Promote Economic Growth? A Time Series Analysis. 8(5). file:///C:/Users/User/Downloads/Does_the_Performance_of_Banking_Sector_Promote_Eco.pdf
Ruch, F. U. (2020). Prospects, Risks, and Vulnerabilities in Emerging and Developing Economies: Lessons from the Past Decade. World Bank, Washington, DC. https://doi.org/10.1596/1813-9450-9181
Rusydiana, A. S., & Ikhwan, I. (2024). Bank Credit and Economic Growth: Evidence from OIC Countries. Accounting and Sustainability, 2(2). https://doi.org/10.58968/as.v2i2.341
Saeed, M. S. (2014). Bank-related, Industry-related and Macroeconomic Factors Affecting Bank Profitability: A Case of the United Kingdom. Research Journal of Finance and Accounting. https://core.ac.uk/download/pdf/234629777.pdf
Shrestha, P. M. (2023). Examining the Factors Affecting the Profitability of Commercial Banks. Journal of Mathematics Instruction, Social Research and Opinion, 2(2), 105–114. https://doi.org/10.58421/misro.v2i2.86
Sihotang, M. K., Hasanah, U., & Hayati, I. (2022). Model of Sharia Bank Profitability Determination Factors by Measuring Internal and Externals Variables. Indonesian Interdisciplinary Journal of Sharia Economics (IIJSE), 5(1), 235–251. https://doi.org/10.31538/iijse.v5i1.1949
Singh, Dr. D. (2010). Bank Specific And Macroeconomic Determinants Of Bank Profitability: The Indian Evidence. Paradigm, 14(1), 53–64. https://doi.org/10.1177/0971890720100107
Smith, K. A., & Valderrama, D. (2008). Why Do Emerging Economies Import Direct Investment and Export Savings? A Story of Financial Underdevelopment.https://scispace.com/pdf/why-do-emerging-economies-import-direct-investment-and-x1ez63sg2c.pdf
Sufian, F. (2009). Factors Influencing Bank Profitability in a Developing Economy: Empirical Evidence from Malaysia. Global Business Review, 10(2), 225–241. https://doi.org/10.1177/097215090901000206
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. https://doi.org/10.1080/09584935.2012.696089
Suri, T., & Jack, W. (2016). The long-run poverty and gender impacts of mobile money. Science, 354(6317), 1288–1292. https://doi.org/10.1126/science.aah5309
Tan, Y. (2016). The impacts of risk and competition on bank profitability in China. Journal of International Financial Markets, Institutions and Money, 40, 85–110. https://doi.org/10.1016/j.intfin.2015.09.003
Tan, Y., & Floros, C. (2012). Bank profitability and inflation: The case of China. Journal of Economic Studies, 39(6), 675–696. https://doi.org/10.1108/01443581211274610
Thomi, J., & Mose, N. (2021). Financial Inclusion in East Africa: Does Economic Growth Matter? Journal of Economics, Management and Trade, 1–8. https://doi.org/10.9734/jemt/2021/v27i230325
Urgaia, W. R. (2016). The Contribution of Financial Sector Development for Economic Growth in East Africa. Applied Economics and Finance, 3(2), 201–214. https://doi.org/10.11114/aef.v3i2.1251
Utami, M., & Sihotang, M. K. (2024). Pengaruh Inflasi Dan Jumlah Uang Beredar Terhadap Profitabilitas Perbankan Syariah Di Indonesia. Jurnal Manajemen Akuntansi (JUMSI), 4(3), 802–814. https://doi.org/10.36987/jumsi.v4i3.4147
Vives, X. (2019). Digital Disruption in Banking. Annual Review of Financial Economics, 11(1), 243–272. https://doi.org/10.1146/annurev-financial-100719-120854
Vrotslavskyy, D., & Dropa, Y. (2024). The Role Of The Banking System In Providing Financial Resources For The Development Of The Economy. Grail of Science, 40, 177–179. https://doi.org/10.36074/grail-of-science.07.06.2024.021
Wicaksono, A., Gunawan, I. D., & Husin, Z. (2020). Analysis the Effect of Information Technology Capability, Business Innovation, Digital Disruption and Digital Disruption Reactions on Sustainable Banking Performance. American Research Journal of Business and Management, 6(1), 1–16. https://doi.org/10.21694/2379-1047.20012
Wooldridge, J. M. (2013). Introductory econometrics: A modern approach (5th ed). South-Western, Cengage Learning. http://dspace.kottakkalfarookcollege.edu.in:8001/jspui/bitstream/123456789/3869/1/Introductory%20econometrics.%20A%20modern%20approach%20%28%20PDFDrive%20%29%20%281%29.pdf
World Bank. (2020). Global Financial Development Report 2019/2020: Bank Regulation and Supervision a Decade after the Global Financial Crisis. Washington, DC: World Bank. https://doi.org/10.1596/978-1-4648-1447-1
Yildirim, Z. (2016). Global financial conditions and asset markets: Evidence from fragile emerging economies. Economic Modelling, 57, 208–220. https://doi.org/10.1016/j.econmod.2016.04.018
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2025 Emmanuel Ezekiel Mwanjilinji, Prof. Fei-Ming Huang

This work is licensed under a Creative Commons Attribution 4.0 International License.
Copyrights
Copyright for this article is retained by the author(s), with first publication rights granted to the journal.
This is an open-access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/4.0/)






