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Estimating the degree of operating efficiency gains from a potential bank merger and acquisition: A DEA bootstrapped approach

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  • Halkos, George E.
  • Tzeremes, Nickolaos G.

Abstract

We propose a bootstrapped Data Envelopment Analysis (DEA)-based procedure to pre-calculate and pre-evaluate the short-run operating efficiency gains of a potential bank merger or acquisition (M&A). As an illustrative example, we apply our proposed procedure to investigate the degree of operating efficiency gains of 45 possible bank M&As in the Greek banking industry over the period from 2007 to 2011. The results reveal that a year before and a year after the initiation of the Greek fiscal crisis, the majority of the potential bank M&As under examination were unable to generate short-run operating efficiency gains. In addition, our results for 2011 indicate that the majority of bank M&As can lead to short-run operating efficiency gains. Finally, the empirical findings support the view that a merger or acquisition between efficient banks does not ensure an efficient bank M&A.

Suggested Citation

  • 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.
  • Handle: RePEc:eee:jbfina:v:37:y:2013:i:5:p:1658-1668
    DOI: 10.1016/j.jbankfin.2012.12.009
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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. Rhoades, Stephen A., 1993. "Efficiency effects of horizontal (in-market) bank mergers," Journal of Banking & Finance, Elsevier, vol. 17(2-3), pages 411-422, April.
    3. 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.
    4. Berger, Allen N. & Leusner, John H. & Mingo, John J., 1997. "The efficiency of bank branches," Journal of Monetary Economics, Elsevier, vol. 40(1), pages 141-162, September.
    5. Jalal D. Akhavein & Allen N. Berger & David B. Humphrey, "undated". "The Effects of Megamergers on Efficiency and Prices: Evidence from a Bank Profit Function," Finance and Economics Discussion Series 1997-09, Board of Governors of the Federal Reserve System (U.S.), revised 10 Dec 2019.
    6. Patrizio Bianchi & Sandrine Labory (ed.), 2006. "International Handbook on Industrial Policy," Books, Edward Elgar Publishing, number 3451.
    7. Rhoades, Stephen A., 1998. "The efficiency effects of bank mergers: An overview of case studies of nine mergers," Journal of Banking & Finance, Elsevier, vol. 22(3), pages 273-291, March.
    8. Athanasoglou, Panayiotis P. & Georgiou, Evangelia A. & Staikouras, Christos C., 2009. "Assessing output and productivity growth in the banking industry," The Quarterly Review of Economics and Finance, Elsevier, vol. 49(4), pages 1317-1340, November.
    9. Penas, Maria Fabiana & Unal, Haluk, 2004. "Gains in bank mergers: Evidence from the bond markets," Journal of Financial Economics, Elsevier, vol. 74(1), pages 149-179, October.
    10. Fukuyama, Hirofumi & Matousek, Roman, 2011. "Efficiency of Turkish banking: Two-stage network system. Variable returns to scale model," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 21(1), pages 75-91, February.
    11. Gunther Tichy, 2001. "What Do We Know about Success and Failure of Mergers?—Rejoinder," Journal of Industry, Competition and Trade, Springer, vol. 1(4), pages 431-440, December.
    12. Finn Førsund & Nikias Sarafoglou, 2002. "On the Origins of Data Envelopment Analysis," Journal of Productivity Analysis, Springer, vol. 17(1), pages 23-40, January.
    13. Sayan Chatterjee, 1986. "Types of synergy and economic value: The impact of acquisitions on merging and rival firms," Strategic Management Journal, Wiley Blackwell, vol. 7(2), pages 119-139, March.
    14. Nikolaos Mylonidis & Ioanna Kelnikola, 2005. "Merging activity in the Greek Banking System: A Financial Accounting Perspective," South-Eastern Europe Journal of Economics, Association of Economic Universities of South and Eastern Europe and the Black Sea Region, vol. 3(1), pages 121-144.
    15. Hondroyiannis, George & Lolos, Sarantis & Papapetrou, Evangelia, 1999. "Assessing competitive conditions in the Greek banking system," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 9(4), pages 377-391, November.
    16. Baumol, William J, 1982. "Contestable Markets: An Uprising in the Theory of Industry Structure," American Economic Review, American Economic Association, vol. 72(1), pages 1-15, March.
    17. Berger, Allen N. & Mester, Loretta J., 1997. "Inside the black box: What explains differences in the efficiencies of financial institutions?," Journal of Banking & Finance, Elsevier, vol. 21(7), pages 895-947, July.
    18. Per Andersen & Niels Christian Petersen, 1993. "A Procedure for Ranking Efficient Units in Data Envelopment Analysis," Management Science, INFORMS, vol. 39(10), pages 1261-1264, October.
    19. Gayle Delong & Robert Deyoung, 2007. "Learning by Observing: Information Spillovers in the Execution and Valuation of Commercial Bank M&As," Journal of Finance, American Finance Association, vol. 62(1), pages 181-216, February.
    20. Siriopoulos, Costas & Tziogkidis, Panagiotis, 2010. "How do Greek banking institutions react after significant events?--A DEA approach," Omega, Elsevier, vol. 38(5), pages 294-308, October.
    21. Shaffer, Sherrill, 1993. "Can megamergers improve bank efficiency?," Journal of Banking & Finance, Elsevier, vol. 17(2-3), pages 423-436, April.
    22. Lewellen, Wilbur G, 1971. "A Pure Financial Rationale for the Conglomerate Merger," Journal of Finance, American Finance Association, vol. 26(2), pages 521-537, May.
    23. 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.
    24. Douglas D. Evanoff & Evren Ors, 2008. "The Competitive Dynamics of Geographic Deregulation in Banking: Implications for Productive Efficiency," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 40(5), pages 897-928, August.
    25. Elena Beccalli & Pascal Frantz, 2009. "M&A Operations and Performance in Banking," Journal of Financial Services Research, Springer;Western Finance Association, vol. 36(2), pages 203-226, December.
    26. Anthony N. Rezitis, 2006. "Productivity growth in the Greek banking industry: A non-parametric approach," Journal of Applied Economics, Universidad del CEMA, vol. 9, pages 119-138, May.
    27. Dickerson, Andrew P & Gibson, Heather D & Tsakalotos, Euclid, 1997. "The Impact of Acquisitions on Company Performance: Evidence from a Large Panel of UK Firms," Oxford Economic Papers, Oxford University Press, vol. 49(3), pages 344-361, July.
    28. Ben Craig & Valeriya Dinger, 2009. "Bank Mergers and the Dynamics of Deposit Interest Rates," Journal of Financial Services Research, Springer;Western Finance Association, vol. 36(2), pages 111-133, December.
    29. Allen N. Berger & Astrid A. Dick, 2007. "Entry into Banking Markets and the Early-Mover Advantage," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 39(4), pages 775-807, June.
    30. Rezitis, Anthony N., 2010. "Evaluating the state of competition of the Greek banking industry," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 20(1), pages 68-90, February.
    31. Georgios P. Kouretas & Prodromos Vlamis, 2010. "The Greek Crisis: Causes and Implications," Panoeconomicus, Savez ekonomista Vojvodine, Novi Sad, Serbia, vol. 57(4), pages 391-404, December.
    32. Higgins, Robert C & Schall, Lawrence D, 1975. "Corporate Bankruptcy and Conglomerate Merger," Journal of Finance, American Finance Association, vol. 30(1), pages 93-113, March.
    33. Drake, Leigh & Hall, Maximilian J. B., 2003. "Efficiency in Japanese banking: An empirical analysis," Journal of Banking & Finance, Elsevier, vol. 27(5), pages 891-917, May.
    34. Dimitris K. Christopoulos & Efthymios G. Tsionas, 2001. "Banking Economic Efficiency In The Deregulation Period: Results From Heteroscedastic Stochastic Frontier Models," Manchester School, University of Manchester, vol. 69(6), pages 656-676, December.
    35. McKillop, Donal G. & Glass, J. Colin & Morikawa, Yukio, 1996. "The composite cost function and efficiency in giant Japanese banks," Journal of Banking & Finance, Elsevier, vol. 20(10), pages 1651-1671, December.
    36. Karafolas, S. & Mantakas, G., 1996. "A note on cost structure and economies of scale in Greek banking," Journal of Banking & Finance, Elsevier, vol. 20(2), pages 377-387, March.
    37. 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.
    38. Gunther Tichy, 2001. "What Do We Know about Success and Failure of Mergers?," Journal of Industry, Competition and Trade, Springer, vol. 1(4), pages 347-394, December.
    39. Asimakopoulos G. Ioannis & Brissimis N. Sophocles & Delis D. Manthos, 2008. "The Efficiency of the Greek Banking System and its Determinants," Economic Bulletin, Bank of Greece, issue 30, pages 7-27, May.
    40. Berger, Allen N. & Demsetz, Rebecca S. & Strahan, Philip E., 1999. "The consolidation of the financial services industry: Causes, consequences, and implications for the future," Journal of Banking & Finance, Elsevier, vol. 23(2-4), pages 135-194, February.
    41. Nicholas Apergis & Anthony Rezitis, 2004. "Cost structure, technological change, and productivity growth in the greek banking sector," International Advances in Economic Research, Springer;International Atlantic Economic Society, vol. 10(1), pages 1-15, February.
    42. Friedrich Trautwein, 1990. "Merger motives and merger prescriptions," Strategic Management Journal, Wiley Blackwell, vol. 11(4), pages 283-295, May.
    43. Tsionas, Efthymios G. & Lolos, Sarantis E. G. & Christopoulos, Dimitris K., 2003. "The performance of the Greek banking system in view of the EMU: results from a non-parametric approach," Economic Modelling, Elsevier, vol. 20(3), pages 571-592, May.
    44. Andrew P. Dickerson & Heather D. Gibson & Euclid Tsakalotos, 1997. "Deterring Takeover: Evidence from a Large Panel of UK Firms," Studies in Economics 9707, School of Economics, University of Kent.
    45. 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.
    46. repec:bla:manchs:v:69:y:2001:i:6:p:656-76 is not listed on IDEAS
    47. Robert DeYoung & Douglas Evanoff & Philip Molyneux, 2009. "Mergers and Acquisitions of Financial Institutions: A Review of the Post-2000 Literature," Journal of Financial Services Research, Springer;Western Finance Association, vol. 36(2), pages 87-110, December.
    48. Berg, Sigbjorn Atle & Forsund, Finn R. & Hjalmarsson, Lennart & Suominen, Matti, 1993. "Banking efficiency in the Nordic countries," Journal of Banking & Finance, Elsevier, vol. 17(2-3), pages 371-388, April.
    49. Panayiotis P. Athanasoglou & Sophocles N. Brissimis, 2004. "The effect of mergers and acquisitions on bank efficiency in Greece," Economic Bulletin, Bank of Greece, issue 22, pages 7-31, January.
    50. Rezitis, Anthony N., 2008. "Efficiency and productivity effects of bank mergers: Evidence from the Greek banking industry," Economic Modelling, Elsevier, vol. 25(2), pages 236-254, March.
    51. Tirtiroglu, Dogan & Daniels, Kenneth N & Tirtiroglu, Ercan, 2005. "Deregulation, Intensity of Competition, Industry Evolution, and the Productivity Growth of U.S. Commercial Banks," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 37(2), pages 339-360, April.
    52. George Assaf, A. & Barros, Carlos P. & Matousek, Roman, 2011. "Productivity and efficiency analysis of Shinkin banks: Evidence from bootstrap and Bayesian approaches," Journal of Banking & Finance, Elsevier, vol. 35(2), pages 331-342, February.
    53. Sealey, Calvin W, Jr & Lindley, James T, 1977. "Inputs, Outputs, and a Theory of Production and Cost at Depository Financial Institutions," Journal of Finance, American Finance Association, vol. 32(4), pages 1251-1266, September.
    54. William W. Cooper & Lawrence M. Seiford & Kaoru Tone, 2007. "Data Envelopment Analysis," Springer Books, Springer, edition 0, number 978-0-387-45283-8, October.
    55. Allen N. Berger & David B. Humphrey, 1992. "Megamergers in banking and the use of cost efficiency as an antitrust defense," Finance and Economics Discussion Series 203, Board of Governors of the Federal Reserve System (U.S.).
    56. R G Dyson & E A Shale, 2010. "Data envelopment analysis, operational research and uncertainty," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 61(1), pages 25-34, January.
    57. Christopoulos, Dimitris K. & Lolos, Sarantis E. G. & Tsionas, Efthymios G., 2002. "Efficiency of the Greek banking system in view of the EMU: a heteroscedastic stochastic frontier approach," Journal of Policy Modeling, Elsevier, vol. 24(9), pages 813-829, December.
    58. Kevin Featherstone, 2011. "The JCMS Annual Lecture: The Greek Sovereign Debt Crisis and EMU: A Failing State in a Skewed Regime," Journal of Common Market Studies, Wiley Blackwell, vol. 49(2), pages 193-217, March.
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    More about this item

    Keywords

    Data envelopment analysis; Bootstrap techniques; Mergers and acquisitions; Bank efficiency; Greek fiscal crisis;
    All these keywords.

    JEL classification:

    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
    • C61 - Mathematical and Quantitative Methods - - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling - - - Optimization Techniques; Programming Models; Dynamic Analysis
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages

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