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The impact of the global financial crisis on the efficiency of Australian banks

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  • Moradi-Motlagh, Amir
  • Babacan, Alperhan

Abstract

The objective of this study is to measure the efficiency levels of major Australian banks and some regional banks before, during and after the Global Financial Crisis (GFC) by examining their pure technical and scale efficiencies obtained from the bootstrap Data Envelopment Analysis (DEA). The adopted bootstrap approach enables us to conduct statistical inferences regarding scale efficiency estimates of individual banks. We visualize bootstrapped results using an efficiency matrix to present the results of confidence intervals of pure technical and scale efficiency estimates. This novel approach facilitates efficiency comparison across the chosen sample banks for which consistent input and output data were available. This paper provides a useful benchmarking framework for individual banks to assess and identify their likely sources of technical inefficiency. The empirical results reveal that the global financial crisis had an adverse effect on the pure technical efficiency of Australian banks. In addition, the bootstrapped results indicate that small banks mostly operate in the region of increasing returns to scale while medium-sized banks are scale efficient. The results support the view that only smaller banks can enhance their efficiency from possible future mergers with other smaller-medium size banks. Any mergers involving the Big 4 banks are likely to lower the overall efficiency of the banking system and lead to anti-competitive behavior.

Suggested Citation

  • Moradi-Motlagh, Amir & Babacan, Alperhan, 2015. "The impact of the global financial crisis on the efficiency of Australian banks," Economic Modelling, Elsevier, vol. 46(C), pages 397-406.
  • Handle: RePEc:eee:ecmode:v:46:y:2015:i:c:p:397-406
    DOI: 10.1016/j.econmod.2014.12.044
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    1. Boon L. Lee & Andrew C. Worthington & Wai Ho Leong, 2010. "Malmquist Indices Of Pre- And Post-Deregulation Productivity, Efficiency And Technological Change In The Singaporean Banking Sector," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 55(04), pages 599-618.
    2. Kent Matthews & Xu Zhang & Jianguang Guo, 2009. "Nonperforming Loans and Productivity in Chinese Banks, 1997-2006," Chinese Economy, Taylor & Francis Journals, vol. 42(2), pages 30-47, March.
    3. Léopold Simar & Paul Wilson, 2000. "Statistical Inference in Nonparametric Frontier Models: The State of the Art," Journal of Productivity Analysis, Springer, vol. 13(1), pages 49-78, January.
    4. repec:bla:scandj:v:87:y:1985:i:4:p:594-604 is not listed on IDEAS
    5. Avkiran, Necmi K. & Thoraneenitiyan, Nakhun, 2010. "Purging data before productivity analysis," Journal of Business Research, Elsevier, vol. 63(3), pages 294-302, March.
    6. repec:bla:ausecr:v:41:y:2008:i:3:p:260-271 is not listed on IDEAS
    7. John Quiggin, 2011. "What Have We Learned from the Global Financial Crisis?," Australian Economic Review, The University of Melbourne, Melbourne Institute of Applied Economic and Social Research, vol. 44(4), pages 355-365, December.
    8. Boubakri, Narjess & Cosset, Jean-Claude & Fischer, Klaus & Guedhami, Omrane, 2005. "Privatization and bank performance in developing countries," Journal of Banking & Finance, Elsevier, vol. 29(8-9), pages 2015-2041, August.
    9. Joshua Kirkwood & Daehoon Nahm, 2006. "Australian Banking Efficiency and Its Relation to Stock Returns," The Economic Record, The Economic Society of Australia, vol. 82(258), pages 253-267, September.
    10. 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.
    11. Ha Vu & Sean Turnell, 2011. "Cost and Profit Efficiencies of Australian Banks and the Impact of the Global Financial Crisis," The Economic Record, The Economic Society of Australia, vol. 87(279), pages 525-536, December.
    12. Amir Arjomandi & Charles Harvie & Abbas Valadkhani, 2012. "An empirical analysis of Iran's banking performance," Studies in Economics and Finance, Emerald Group Publishing Limited, vol. 29(4), pages 287-300, September.
    13. Simar, Leopold & Wilson, Paul W., 1999. "Estimating and bootstrapping Malmquist indices," European Journal of Operational Research, Elsevier, vol. 115(3), pages 459-471, June.
    14. Worthington, Andrew C., 2004. "Determinants of merger and acquisition activity in Australian cooperative deposit-taking institutions," Journal of Business Research, Elsevier, vol. 57(1), pages 47-57, January.
    15. Miningou, Élisé Wendlassida & Vierstraete, Valérie, 2013. "Households' living situation and the efficient provision of primary education in Burkina Faso," Economic Modelling, Elsevier, vol. 35(C), pages 910-917.
    16. Léopold Simar & Paul W. Wilson, 1998. "Sensitivity Analysis of Efficiency Scores: How to Bootstrap in Nonparametric Frontier Models," Management Science, INFORMS, vol. 44(1), pages 49-61, January.
    17. Lu, Ching-Cheng & Chiu, Yung-Ho & Shyu, Ming-Kuang & Lee, Jen-Hui, 2013. "Measuring CO2 emission efficiency in OECD countries: Application of the Hybrid Efficiency model," Economic Modelling, Elsevier, vol. 32(C), pages 130-135.
    18. Simar, Leopold & Wilson, Paul W., 2002. "Non-parametric tests of returns to scale," European Journal of Operational Research, Elsevier, vol. 139(1), pages 115-132, May.
    19. Tortosa-Ausina, Emili & Grifell-Tatje, Emili & Armero, Carmen & Conesa, David, 2008. "Sensitivity analysis of efficiency and Malmquist productivity indices: An application to Spanish savings banks," European Journal of Operational Research, Elsevier, vol. 184(3), pages 1062-1084, February.
    20. Blejer, Mario I., 2006. "Economic growth and the stability and efficiency of the financial sector," Journal of Banking & Finance, Elsevier, vol. 30(12), pages 3429-3432, December.
    21. Boitumelo Dudu Moffat & Abbas Valadkhani, 2011. "Efficiency of Botswana's financial institutions: a data envelopment analysis," Applied Economics Letters, Taylor & Francis Journals, vol. 18(7), pages 697-702.
    22. A. Emrouznejad, 2003. "An alternative DEA measure: a case of OECD countries," Applied Economics Letters, Taylor & Francis Journals, vol. 10(12), pages 779-782.
    23. Christopoulos, Dimitris K., 2007. "Explaining country's efficiency performance," Economic Modelling, Elsevier, vol. 24(2), pages 224-235, March.
    24. Sturm, Jan-Egbert & Williams, Barry, 2004. "Foreign bank entry, deregulation and bank efficiency: Lessons from the Australian experience," Journal of Banking & Finance, Elsevier, vol. 28(7), pages 1775-1799, July.
    25. Abul Shamsuddin & Dong Xiang, 2012. "Does bank efficiency matter? Market value relevance of bank efficiency in Australia," Applied Economics, Taylor & Francis Journals, vol. 44(27), pages 3563-3572, September.
    26. R. D. Banker & A. Charnes & W. W. Cooper, 1984. "Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis," Management Science, INFORMS, vol. 30(9), pages 1078-1092, September.
    27. Arjomandi, Amir & Valadkhani, Abbas & O’Brien, Martin, 2014. "Analysing banks’ intermediation and operational performance using the Hicks–Moorsteen TFP index: The case of Iran," Research in International Business and Finance, Elsevier, vol. 30(C), pages 111-125.
    28. Sathye, Milind, 2001. "X-efficiency in Australian banking: An empirical investigation," Journal of Banking & Finance, Elsevier, vol. 25(3), pages 613-630, March.
    29. Sturm, Jan-Egbert & Williams, Barry, 2010. "What determines differences in foreign bank efficiency? Australian evidence," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 20(3), pages 284-309, July.
    30. Khodabakhshi, M., 2009. "Estimating most productive scale size with stochastic data in data envelopment analysis," Economic Modelling, Elsevier, vol. 26(5), pages 968-973, September.
    31. Arjomandi, Amir & Valadkhani, Abbas & Harvie, Charles, 2011. "Analysing Productivity Changes Using the Bootstrapped Malmquist Approach: The Case of the Iranian Banking Industry," MPRA Paper 50397, University Library of Munich, Germany.
    32. Penny Neal, 2004. "X‐Efficiency and Productivity Change in Australian Banking," Australian Economic Papers, Wiley Blackwell, vol. 43(2), pages 174-191, June.
    33. Emrouznejad, Ali & Parker, Barnett R. & Tavares, Gabriel, 2008. "Evaluation of research in efficiency and productivity: A survey and analysis of the first 30 years of scholarly literature in DEA," Socio-Economic Planning Sciences, Elsevier, vol. 42(3), pages 151-157, September.
    34. Lo, Shih-Fang, 2013. "Which stock exchanges are more attractive? The competition analysis of listing and trading performance," Economic Modelling, Elsevier, vol. 30(C), pages 501-509.
    35. Su Wu, 2008. "Bank Mergers And Acquisitions – An Evaluation Of The ‘Four Pillars’ Policy In Australia," Australian Economic Papers, Wiley Blackwell, vol. 47(2), pages 141-155, June.
    36. Mickael Lothgren & Magnus Tambour, 1999. "Testing scale efficiency in DEA models: a bootstrapping approach," Applied Economics, Taylor & Francis Journals, vol. 31(10), pages 1231-1237.
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