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Cost Efficiency Determinants: Evidence from the Canadian Banking Industry

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  • Abayomi Oredegbe

Abstract

This study examines the cost efficiency of the banking industry in Canada. Utilizing 12 years of data (i.e., 2006 to 2017), and a two-stage data envelopment analysis (DEA), it provides insight on the determinants of the industry’s cost efficiency. It finds that the industry is cost inefficient, and that it could reduce costs by 11.52 percent. The cost inefficiency is due to technical and allocative inefficiencies, with technical inefficiency playing a dominant role. The technical efficiency decomposition shows that pure technical efficiency improved, but the scale efficiency deteriorated. The analysis of the determinants of cost efficiency reveals that deposit conversion into loans, high capitalization, and managerial tolerance for increase in administrative expense drive cost efficiency. On the other hand, market power and diversification diminish cost efficiency. In addition, the impact of profitability and credit risk are inconsequential to cost efficiency. This study contributes to literature by providing insights unique to Canada. Managers in the industry, policy makers, and regulators can point to these findings as empirical evidence supporting measures aimed at increasing the industry’s competitiveness and resilience.

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  • Abayomi Oredegbe, 2021. "Cost Efficiency Determinants: Evidence from the Canadian Banking Industry," International Journal of Business and Management, Canadian Center of Science and Education, vol. 15(1), pages 1-86, July.
  • Handle: RePEc:ibn:ijbmjn:v:15:y:2021:i:1:p:86
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    1. Christian Daude & Julien Pascal, 2017. "Efficiency and contestability in emerging market banking systems," OECD Journal: Economic Studies, OECD Publishing, vol. 2016(1), pages 151-182.
    2. 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.
    3. Ping-wen Lin, 2005. "An Empirical Analysis of Bank Mergers and Cost Efficiency in Taiwan," Small Business Economics, Springer, vol. 25(2), pages 197-206, September.
    4. Amir Moradi-Motlagh & Abbas Valadkhani & Ali Salman Saleh, 2015. "Rising efficiency and cost saving in Australian banks: a bootstrap approach," Applied Economics Letters, Taylor & Francis Journals, vol. 22(3), pages 189-194, February.
    5. Francesco Aiello & Graziella Bonanno, 2016. "Looking at the determinants of efficiency in banking: evidence from Italian mutual-cooperatives," International Review of Applied Economics, Taylor & Francis Journals, vol. 30(4), pages 507-526, July.
    6. Allen N. Berger & Timothy H. Hannan, 1998. "The Efficiency Cost Of Market Power In The Banking Industry: A Test Of The "Quiet Life" And Related Hypotheses," The Review of Economics and Statistics, MIT Press, vol. 80(3), pages 454-465, August.
    7. Cummings, James R. & Durrani, Kassim J., 2016. "Effect of the Basel Accord capital requirements on the loan-loss provisioning practices of Australian banks," Journal of Banking & Finance, Elsevier, vol. 67(C), pages 23-36.
    8. Berger, Allen N. & Humphrey, David B., 1997. "Efficiency of financial institutions: International survey and directions for future research," European Journal of Operational Research, Elsevier, vol. 98(2), pages 175-212, April.
    9. Hakan Gunes & Dilem Yildirim, 2016. "Estimating cost efficiency of Turkish commercial banks under unobserved heterogeneity with stochastic frontier models," Central Bank Review, Research and Monetary Policy Department, Central Bank of the Republic of Turkey, vol. 16(4), pages 127-136.
    10. Tugba Eyceyurt Batir & David A. Volkman & Bener Gungor, 2017. "Determinants of bank efficiency in Turkey: Participation banks versus conventional banks," Borsa Istanbul Review, Research and Business Development Department, Borsa Istanbul, vol. 17(2), pages 86-96, June.
    11. 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.
    12. Jason Allen & Ying Liu, 2007. "Efficiency and economies of scale of large Canadian banks," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 40(1), pages 225-244, February.
    13. 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.
    14. Lee, Tung-Hao & Chih, Shu-Hwa, 2013. "Does financial regulation affect the profit efficiency and risk of banks? Evidence from China's commercial banks," The North American Journal of Economics and Finance, Elsevier, vol. 26(C), pages 705-724.
    15. Adnan Kasman & Oscar Carvallo, 2013. "Efficiency and Risk in Latin American Banking: Explaining Resilience," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 49(2), pages 105-130, March.
    16. Reserve Bank of New Zealand, 2011. "For the record," Reserve Bank of New Zealand Bulletin, Reserve Bank of New Zealand, vol. 74, pages 51-60, June.
    17. Berger, Allen N. & Hunter, William C. & Timme, Stephen G., 1993. "The efficiency of financial institutions: A review and preview of research past, present and future," Journal of Banking & Finance, Elsevier, vol. 17(2-3), pages 221-249, April.
    18. Siva Reddy Kalluru & Sham Bhat K, 2009. "Determinants of Cost Efficiency of Commercial Banks in India," The IUP Journal of Bank Management, IUP Publications, vol. 0(2), pages 32-50, May.
    19. 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.
    20. Asish Saha & Nor Hayati Ahmad & Umakant Dash, 2015. "Drivers of technical efficiency in Malaysian banking: a new empirical insight," Asian-Pacific Economic Literature, The Crawford School, The Australian National University, vol. 29(1), pages 161-173, May.
    21. Amir Moradi-Motlagh & Ali Salman Saleh, 2014. "Re-Examining the Technical Efficiency of Australian Banks: A Bootstrap DEA Approach," Australian Economic Papers, Wiley Blackwell, vol. 53(1-2), pages 112-128, June.
    22. Cooray, Arusha, 2009. "The Financial Sector and Economic Growth," Economics Working Papers wp09-02, School of Economics, University of Wollongong, NSW, Australia.
    23. Vesna Bucevska & Branka Hadzi Misheva, 2017. "The Determinants of Profitability in the Banking Industry: Empirical Research on Selected Balkan Countries," Eastern European Economics, Taylor & Francis Journals, vol. 55(2), pages 146-167, March.
    24. M. Rusydi & Sardar M. N. Islam, 2007. "Market Models and Applications," Palgrave Macmillan Books, in: Quantitative Exchange Rate Economics in Developing Countries, chapter 4, pages 45-62, Palgrave Macmillan.
    25. Reserve Bank of New Zealand, 2011. "For the record," Reserve Bank of New Zealand Bulletin, Reserve Bank of New Zealand, vol. 74, pages 1-7, December.
    26. Lakshmi Balasubramanyan & Spiro Stefanou & Jeffrey Stokes, 2010. "Declining cost efficiency as a signal of increasing bank vulnerability: an entropy-based approach," Applied Economics Letters, Taylor & Francis Journals, vol. 17(18), pages 1769-1781.
    27. Eva Horvatova, 2018. "Technical Efficiency of Banks in Central and Eastern Europe," IJFS, MDPI, vol. 6(3), pages 1-25, July.
    28. Dimitris Margaritis & Maria Psillaki, 2007. "Capital Structure and Firm Efficiency," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 34(9‐10), pages 1447-1469, November.
    29. Tripe, David, 2003. "Trends in New Zealand Bank Efficiency over Time," Applied Econometrics and International Development, Euro-American Association of Economic Development, vol. 3(1).
    30. 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.
    31. Jason Allen & Walter Engert & Ying Liu, 2007. "A Comparison of Canadian and US Universal Banks: Efficiency, Productivity, and the Role of Technology," Money Affairs, CEMLA, vol. 0(1), pages 61-96, January-J.
    32. Francesco Aiello & Graziella Bonanno, 2013. "Profit and cost efficiency in the Italian banking industry (2006-2011)," Economics and Business Letters, Oviedo University Press, vol. 2(4), pages 190-205.
    33. Arusha Cooray, 2009. "The Financial Sector and Economic Growth," The Economic Record, The Economic Society of Australia, vol. 85(s1), pages 10-21, September.
    34. Yong-bae Ji & Choonjoo Lee, 2010. "Data envelopment analysis," Stata Journal, StataCorp LP, vol. 10(2), pages 267-280, June.
    35. Mette Asmild & Joseph Paradi & Vanita Aggarwall & Claire Schaffnit, 2004. "Combining DEA Window Analysis with the Malmquist Index Approach in a Study of the Canadian Banking Industry," Journal of Productivity Analysis, Springer, vol. 21(1), pages 67-89, January.
    36. Roland Banya & Nicholas Biekpe, 2018. "Banking efficiency and its determinants in selected frontier african markets," Economic Change and Restructuring, Springer, vol. 51(1), pages 69-95, February.
    37. Hassan Ismail Hassan & Ammar Jreisat, 2016. "Cost Efficiency of the Egyptian Banking Sector: A Panel Data Analysis," International Journal of Economics and Financial Issues, Econjournals, vol. 6(3), pages 861-871.
    38. Dong Xiang & Abul Shamsuddin & Andrew Worthington, 2015. "The differing efficiency experiences of banks leading up to the global financial crisis: A comparative empirical analysis from Australia, Canada and the UK," Journal of Economics and Finance, Springer;Academy of Economics and Finance, vol. 39(2), pages 327-346, April.
    39. 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.
    40. Klaassen, Pieter & van Eeghen, Idzard, 2015. "Analyzing bank performance – linking RoE, RoA and RAROC: U.S. commercial banks 1992–2014," Journal of Financial Perspectives, EY Global FS Institute, vol. 3(2), pages 103-111.
    41. Laurent Weill, 2004. "Measuring Cost Efficiency in European Banking: A Comparison of Frontier Techniques," Journal of Productivity Analysis, Springer, vol. 21(2), pages 133-152, March.
    42. Hakan Güneş & Dilem Yıldırım, 2016. "Estimating Cost Efficiency of Turkish Commercial Banks under Unobserved Heterogeneity with Stochastic Frontier Models," ERC Working Papers 1603, ERC - Economic Research Center, Middle East Technical University, revised Mar 2016.
    43. Hoff, Ayoe, 2007. "Second stage DEA: Comparison of approaches for modelling the DEA score," European Journal of Operational Research, Elsevier, vol. 181(1), pages 425-435, August.
    44. Sunil Kumar, 2013. "Banking reforms and the evolution of cost efficiency in Indian public sector banks," Economic Change and Restructuring, Springer, vol. 46(2), pages 143-182, May.
    45. Reserve Bank of New Zealand, 2011. "For the record," Reserve Bank of New Zealand Bulletin, Reserve Bank of New Zealand, vol. 74, pages 46-56, September.
    46. William W. Cooper & Lawrence M. Seiford & Kaoru Tone, 2007. "Data Envelopment Analysis," Springer Books, Springer, edition 0, number 978-0-387-45283-8, December.
    47. Jason Allen & Walter Engert, 2007. "Efficiency and Competition in Canadian Banking," Bank of Canada Review, Bank of Canada, vol. 2007(Summer), pages 33-45.
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    • R00 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General - - - General
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