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Non-Interest Income and Bank Efficiency in Ghana: A Two-Stage DEA Bootstrapping Approach

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  • Abdul Latif Alhassan
  • Michael Lawer Tetteh

Abstract

This paper examines the effect of the inclusion of non-interest income on efficiency and economies of scale of Ghanaian banks in a two-stage analysis. The data envelopment analysis technique is employed to estimate efficiency scores with and without non-interest income of 26 Ghanaian banks from 2003 to 2011 in the first-stage analysis. In the second stage, a truncated bootstrapped regression is estimated to examine the effect of contextual variables on bootstrapped efficiency scores. The findings indicate that the exclusion of non-interest income as output variable leads to the under-estimation of efficiency scores. From the second-stage regression analysis, we find a curve-linear relationship between bank size and efficiency to suggest that bank efficiency increases as size also increase due to economies of scale but only up to an optimal point after which inefficiency sets. Market concentration, leverage, and loan loss provisions are also identified as the other significant determinants of efficiency. Policy implications for improving bank efficiency are discussed.

Suggested Citation

  • Abdul Latif Alhassan & Michael Lawer Tetteh, 2017. "Non-Interest Income and Bank Efficiency in Ghana: A Two-Stage DEA Bootstrapping Approach," Journal of African Business, Taylor & Francis Journals, vol. 18(1), pages 124-142, January.
  • Handle: RePEc:taf:wjabxx:v:18:y:2017:i:1:p:124-142
    DOI: 10.1080/15228916.2016.1227668
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    1. Leopold Simar & Paul Wilson, 2000. "A general methodology for bootstrapping in non-parametric frontier models," Journal of Applied Statistics, Taylor & Francis Journals, vol. 27(6), pages 779-802.
    2. Georgios Chortareas & Claudia Girardone & Alexia Ventouri, 2009. "Efficiency and productivity of Greek banks in the EMU era," Applied Financial Economics, Taylor & Francis Journals, vol. 19(16), pages 1317-1328.
    3. Lozano-Vivas, Ana & Pasiouras, Fotios, 2010. "The impact of non-traditional activities on the estimation of bank efficiency: International evidence," Journal of Banking & Finance, Elsevier, vol. 34(7), pages 1436-1449, July.
    4. Barbara Casu & Claudia Girardone, 2005. "An analysis of the relevance of off-balance sheet items in explaining productivity change in European banking," Applied Financial Economics, Taylor & Francis Journals, vol. 15(15), pages 1053-1061.
    5. Tortosa-Ausina, Emili, 2003. "Nontraditional activities and bank efficiency revisited: a distributional analysis for Spanish financial institutions," Journal of Economics and Business, Elsevier, vol. 55(4), pages 371-395.
    6. Rogers, Kevin E., 1998. "Nontraditional activities and the efficiency of US commercial banks," Journal of Banking & Finance, Elsevier, vol. 22(4), pages 467-482, May.
    7. Maoyong Cheng & Hong Zhao & Junrui Zhang, 2014. "What precludes the development of noninterest activities in Chinese commercial banks from the perspective of the price of interest activities?," Applied Economics, Taylor & Francis Journals, vol. 46(21), pages 2453-2461, July.
    8. Stiroh, Kevin J. & Rumble, Adrienne, 2006. "The dark side of diversification: The case of US financial holding companies," Journal of Banking & Finance, Elsevier, vol. 30(8), pages 2131-2161, August.
    9. Ihsan Isik & M. Kabir Hassan, 2003. "Efficiency, Ownership and Market Structure, Corporate Control and Governance in the Turkish Banking Industry," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 30(9‐10), pages 1363-1421, December.
    10. Avkiran, Necmi K., 2011. "Association of DEA super-efficiency estimates with financial ratios: Investigating the case for Chinese banks," Omega, Elsevier, vol. 39(3), pages 323-334, June.
    11. Altunbas, Y. & Gardener, E. P. M. & Molyneux, P. & Moore, B., 2001. "Efficiency in European banking," European Economic Review, Elsevier, vol. 45(10), pages 1931-1955, December.
    12. Rime, Bertrand & Stiroh, Kevin J., 2003. "The performance of universal banks: Evidence from Switzerland," Journal of Banking & Finance, Elsevier, vol. 27(11), pages 2121-2150, November.
    13. Isik, Ihsan & Kabir Hassan, M., 2003. "Financial deregulation and total factor productivity change: An empirical study of Turkish commercial banks," Journal of Banking & Finance, Elsevier, vol. 27(8), pages 1455-1485, August.
    14. Fadzlan Sufian & Muzafar Shah Habibullah, 2010. "Developments in the efficiency of the Thailand banking sector: a DEA approach," International Journal of Development Issues, Emerald Group Publishing Limited, vol. 9(3), pages 226-245, September.
    15. Anthony Q. Q. Aboagye, 2012. "Bank Concentration And Economic Costs Of Deposit Mobilization And Credit Extension In Ghana," Journal of Developing Areas, Tennessee State University, College of Business, vol. 46(2), pages 351-370, July-Dece.
    16. Halkos, George E. & Tzeremes, Nickolaos G., 2013. "Estimating the degree of operating efficiency gains from a potential bank merger and acquisition: A DEA bootstrapped approach," Journal of Banking & Finance, Elsevier, vol. 37(5), pages 1658-1668.
    17. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    18. Simar, Leopold & Wilson, Paul W., 2007. "Estimation and inference in two-stage, semi-parametric models of production processes," Journal of Econometrics, Elsevier, vol. 136(1), pages 31-64, January.
    19. Rachita Gulati & Sunil Kumar, 2011. "Impact of non-traditional activities on the efficiency of Indian banks: an empirical investigation," Macroeconomics and Finance in Emerging Market Economies, Taylor & Francis Journals, vol. 4(1), pages 125-166.
    20. Leigh Drake, 2001. "Efficiency and productivity change in UK banking," Applied Financial Economics, Taylor & Francis Journals, vol. 11(5), pages 557-571.
    21. Pang-tien Lieu & Tsai-lien Yeh & Yung-ho Chiu, 2005. "Off-balance sheet activities and cost inefficiency in Taiwan's Banks," The Service Industries Journal, Taylor & Francis Journals, vol. 25(7), pages 925-944, October.
    22. Jaap W. B. Bos & James W. Kolari, 2005. "Large Bank Efficiency in Europe and the United States: Are There Economic Motivations for Geographic Expansion in Financial Services?," The Journal of Business, University of Chicago Press, vol. 78(4), pages 1555-1592, July.
    23. Farhana Ismail & M. Shabri Abd. Majid & Rossazana Ab. Rahim, 2013. "Efficiency of Islamic and conventional banks in Malaysia," Journal of Financial Reporting and Accounting, Emerald Group Publishing Limited, vol. 11(1), pages 92-107, June.
    24. Pasiouras, Fotios, 2008. "Estimating the technical and scale efficiency of Greek commercial banks: The impact of credit risk, off-balance sheet activities, and international operations," Research in International Business and Finance, Elsevier, vol. 22(3), pages 301-318, September.
    25. Rosman, Romzie & Wahab, Norazlina Abd & Zainol, Zairy, 2014. "Efficiency of Islamic banks during the financial crisis: An analysis of Middle Eastern and Asian countries," Pacific-Basin Finance Journal, Elsevier, vol. 28(C), pages 76-90.
    26. Delis, Manthos D & Papanikolaou, Nikolaos I, 2009. "Determinants of bank efficiency: Evidence from a semi-parametric methodology," MPRA Paper 13893, University Library of Munich, Germany.
    27. Stiroh, Kevin J., 2000. "How did bank holding companies prosper in the 1990s?," Journal of Banking & Finance, Elsevier, vol. 24(11), pages 1703-1745, November.
    28. Cooper, Michael J. & Jackson, William III & Patterson, Gary A., 2003. "Evidence of predictability in the cross-section of bank stock returns," Journal of Banking & Finance, Elsevier, vol. 27(5), pages 817-850, May.
    29. Altunbas, Yener & Liu, Ming-Hau & Molyneux, Philip & Seth, Rama, 2000. "Efficiency and risk in Japanese banking," Journal of Banking & Finance, Elsevier, vol. 24(10), pages 1605-1628, October.
    30. Richard S. Barr & Kory A. Killgo & Thomas F. Siems & Sheri Zimmel, 1999. "Evaluating the productive efficiency and performance of U.S. commercial banks," Financial Industry Studies Working Paper 99-3, Federal Reserve Bank of Dallas.
    31. Akhigbe, Aigbe & Stevenson, Bradley A., 2010. "Profit efficiency in U.S. BHCs: Effects of increasing non-traditional revenue sources," The Quarterly Review of Economics and Finance, Elsevier, vol. 50(2), pages 132-140, May.
    32. Rogers, Kevin & SinkeyJr., Joseph F., 1999. "An analysis of nontraditional activities at U.S. commercial banks," Review of Financial Economics, Elsevier, vol. 8(1), pages 25-39, June.
    33. Neil Kellard & Denise Osborn & Jerry Coakley & Dimitris K. Chronopoulos & Claudia Girardone & John C. Nankervis, 2015. "Double Bootstrap Confidence Intervals in the Two-Stage DEA Approach," Journal of Time Series Analysis, Wiley Blackwell, vol. 36(5), pages 653-662, September.
    34. Yin, Haiyan & Yang, Jiawen & Mehran, Jamshid, 2013. "An empirical study of bank efficiency in China after WTO accession," Global Finance Journal, Elsevier, vol. 24(2), pages 153-170.
    35. Dimitris Chronopoulos & Claudia Girardone & John Nankervis, 2011. "Are there any cost and profit efficiency gains in financial conglomeration? Evidence from the accession countries," The European Journal of Finance, Taylor & Francis Journals, vol. 17(8), pages 603-621.
    36. Rao, Ananth, 2005. "Cost frontier efficiency and risk-return analysis in an emerging market," International Review of Financial Analysis, Elsevier, vol. 14(3), pages 283-303.
    37. Shrimal Perera & Michael Skully, 2012. "On the cross‐methodological validation of bank efficiency assessments," Studies in Economics and Finance, Emerald Group Publishing Limited, vol. 29(1), pages 26-42, March.
    38. Clark, Jeffrey A & Siems, Thomas F, 2002. "X-Efficiency in Banking: Looking beyond the Balance Sheet," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 34(4), pages 987-1013, November.
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