Measuring the effects of M&As on Eurozone bank efficiency: an innovative approach on concentration and credibility impacts

The present paper examines the Mergers and Acquisitions’ (M&As’) effects on the European banking efficiency levels based on a sample of 43 listed commercial banks in eight countries (Portugal, Italy, Ireland, Greece, Spain, Germany, France and Finland). We applied a Data Envelopment Analysis (DEA) in two groups of countries and conducted a second-stage analysis under two different models adjusted for credit-risk factors. This is the first time that DEA, an effective nonparametric method for evaluating efficiency, has been applied in the exploration of the European banking sector M&As that occurred during a crisis period characterized by uncertainty and inconvenient circumstances that influenced performance. The results imply significant effects of the capital adequacy ratio and non-performing loans on DEA scores, and demonstrate the past effects on their performance. Moreover, the results reveal that M&As negatively affect the efficiency levels in both “strong” and “weak” banking systems, whereas technical efficiency levels are positively affected by the growth perspective of the origin countries, regardless of whether banks are involved in one or more M&As. The M&As’ inability to improve the financial stability of the banking system during the examined crisis period of 2007–2015 led to an examination of the merging banks’ concentration levels, before and after the M&A strategy. The results revealed a positive merger effect, only when a M&A takes place under specific levels of market concentrations (i.e., when competition increases).

[1]  Yener Altunbaş,et al.  Mergers and Acquisitions and Bank Performance in Europe: The Role of Strategic Similarities , 2004, SSRN Electronic Journal.

[2]  Maurizio Murgia,et al.  Mergers and shareholder wealth in European banking , 2000 .

[3]  C. Zopounidis,et al.  MEASUREMENT OF BANK PERFORMANCE IN GREECE , 2008 .

[4]  Sam Peltzman,et al.  The Gains and Losses from Industrial Concentration , 1977, Journal law and economy.

[5]  A. Rezitis,et al.  Productivity Growth in the Greek Banking Industry: A Non-Parametric Approach , 2006 .

[6]  C. Buch,et al.  Cross-Border Bank Mergers: What Lures the Rare Animal? , 2002 .

[7]  Bank deregulation is better than mergers , 2003 .

[8]  A. Charnes,et al.  Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis , 1984 .

[9]  Richard Simper,et al.  A new approach to dealing with negative numbers in efficiency analysis: An application to the Indonesian banking sector , 2012, Expert Syst. Appl..

[10]  Jamal Ouenniche,et al.  Assessing efficiency profiles of UK commercial banks: a DEA analysis with regression-based feedback , 2018, Ann. Oper. Res..

[11]  P. W. Wilson,et al.  Sensitivity Analysis of Efficiency Scores: How to Bootstrap in Nonparametric Frontier Models , 1998 .

[12]  Iraj Fooladi,et al.  Gains from mergers and acquisitions in Japan , 2017 .

[13]  Georgios Chortareas,et al.  Bank supervision, regulation, and efficiency: evidence from the European Union , 2012 .

[14]  J. Campa,et al.  M&As Performance in the European Financial Industry , 2006 .

[15]  P. W. Wilson,et al.  Estimation and inference in two-stage, semi-parametric models of production processes , 2007 .

[16]  Andreas Behr,et al.  The Success of Bank Mergers Revisited: An Assessment Based on a Matching Strategy , 2008, SSRN Electronic Journal.

[17]  S. Rhoades Efficiency effects of horizontal (in-market) bank mergers , 1993 .

[18]  Nicholas Apergis,et al.  Cost structure, technological change, and productivity growth in the greek banking sector , 2004 .

[19]  Andreas Dietrich,et al.  Determinants of Bank Profitability Before and During the Crisis: Evidence from Switzerland , 2010 .

[20]  Abraham Charnes,et al.  Measuring the efficiency of decision making units , 1978 .

[21]  R. Vander Vennet,et al.  D/2001/7012/07 Efficiency Effects of Bank Mergers and Acquisitions in Europe , 2001 .

[22]  Andrea Resti,et al.  Regulation Can Foster Mergers, Can Mergers Foster Efficiency? The Italian Case , 1998 .

[23]  Douglas D. Evanoff,et al.  Local Market Consolidation and Bank Productive Efficiency , 2002 .

[24]  H. Demsetz Industry Structure, Market Rivalry, and Public Policy , 1973, The Journal of Law and Economics.

[25]  Chrysovalantis Gaganis,et al.  Efficiency in the Greek Banking Industry: A Comparison of Foreign and Domestic Banks , 2009 .

[26]  Denis Larocque,et al.  An integrated approach of data envelopment analysis and boosted generalized linear mixed models for efficiency assessment , 2017, Ann. Oper. Res..

[27]  David C. Wheelock,et al.  Do Large Banks have Lower Costs? New Estimates of Returns to Scale for U.S. Banks , 2011 .

[28]  Panayotis Kapopoulos,et al.  Market Structure, Efficiency and Rising Consolidation of the Banking Industry in the Euro Area , 2005 .

[29]  Samuel B. Graves,et al.  The Impact of Mergers and Acquisitions on Corporate Stakeholder Practices , 2006 .

[30]  Fotios Pasiouras,et al.  Estimating the Technical and Scale Efficiency of Greek Commercial Banks: The Impact of Credit Risk, Off-Balance Sheet Activities, and International Operations , 2008 .

[31]  M. Delis,et al.  Determinants of bank efficiency: evidence from a semi‐parametric methodology , 2009 .

[32]  Bank profit efficiency and financial consumer protection policies , 2020 .

[33]  K. Keasey,et al.  Post-Merger Strategy and Performance: Evidence from the US and European Banking Industries , 2009 .

[34]  S. Rhoades The Herfindahl-Hirschman index , 1993 .

[35]  J. Pastor,et al.  Measuring macroeconomic performance in the OECD: A comparison of European and non-European countries , 1995 .

[36]  José Manuel Pastor,et al.  Credit risk and efficiency in the European banking system: A three-stage analysis , 2002 .

[37]  Philip Molyneux,et al.  Mergers and Acquisitions of Financial Institutions: A Review of the Post-2000 Literature , 2009 .

[38]  Fotios Pasiouras,et al.  Financial Supervision Regimes and Bank Efficiency: International Evidence , 2013 .

[39]  Paul W. Wilson,et al.  Explaining Bank Failures: Deposit Insurance, Regulation, and Efficiency , 1993 .

[40]  Dirk Schiereck,et al.  Value Creation at the Ongoing Consolidation of the European Banking Markets , 2001 .

[41]  J. Maudos,et al.  Explanatory Factors of Market Power in the Banking System , 2007 .

[42]  Rudi Vander Vennet,et al.  The effect of mergers and acquisitions on the efficiency and profitability of EC credit institutions , 1996 .

[43]  Franco Fiordelisi Mergers and Acquisitions in European Banking , 2009 .

[44]  Heather Montgomery,et al.  Too big to succeed? Banking sector consolidation and efficiency , 2014 .

[45]  A. Dickerson,et al.  THE IMPACT OF ACQUISITIONS ON COMPANY PERFORMANCE: EVIDENCE FROM A LARGE PANEL OF UK FIRMS , 1997 .

[46]  Ahmet Faruk Aysan,et al.  Concentration, Competition, Efficiency and Profitability of the Turkish Banking Sector in the Post-Crises Period , 2017 .

[47]  Fotios Pasiouras,et al.  Assessing Bank Efficiency and Performance with Operational Research and Artificial Intelligence Techniques: A Survey , 2009, Eur. J. Oper. Res..

[48]  Kent Matthews,et al.  The effects of sector reforms on the productivity of Greek banks: a step-by-step analysis of the pre-Euro era , 2016, Annals of Operations Research.

[49]  Jane C. Linder,et al.  Bank mergers: Integration and profitability , 1993 .

[50]  Desheng Dash Wu,et al.  Estimation of potential gains from mergers in multiple periods: a comparison of stochastic frontier analysis and Data Envelopment Analysis , 2011, Ann. Oper. Res..

[51]  John D. Lamb,et al.  Resampling DEA estimates of investment fund performance , 2012, Eur. J. Oper. Res..

[52]  Allen N. Berger,et al.  Efficiency of financial institutions: International survey and directions for future research , 1997 .

[53]  B. Casu,et al.  A comparative study of efficiency in European banking , 2003 .

[54]  Valentin Zelenyuk,et al.  How relevant is the choice of risk management control variable to non-parametric bank profit efficiency analysis? The case of South Korean banks , 2013, Ann. Oper. Res..

[55]  D. Humphrey,et al.  Scale economies, bank mergers, and electronic payments: A spline function approach , 2004 .

[56]  David P. Stowell An Introduction to Investment Banks, Hedge Funds, and Private Equity , 2010 .

[57]  Allen N. Berger,et al.  The Consolidation of the Financial Services Industry: Causes, Consequences, and Implications for the Future , 1998 .

[58]  S. Rhoades,et al.  A summary of merger performance studies in banking, 1980-93, and an assessment of the "operating performance" and "event study" methodologies , 1994 .

[59]  A. Mirzaei,et al.  What are the driving forces of bank competition across different income groups of countries , 2014 .

[60]  Rafael A. Cuesta,et al.  Mergers and technical efficiency in Spanish savings banks: A stochastic distance function approach , 2002 .

[61]  Loretta J. Mester,et al.  Are Scale Economies in Banking Elusive or Illusive , 2001 .

[62]  Charalampos Stasinakis,et al.  Two-stage DEA-Truncated Regression: Application in banking efficiency and financial development , 2018, Expert Syst. Appl..

[63]  C. Girardone,et al.  Banking Sector Performance in Latin America: Market Power Versus Efficiency , 2011 .

[64]  Wahida Ahmad,et al.  Comparison of banking efficiency in Europe: Islamic versus conventional banks , 2010 .

[65]  Loretta J. Mester,et al.  Are Scale Economies in Banking Elusive or Illusive? Evidence Obtained by Incorporating Capital Structure and Risk-Taking into Models of Bank Production , 2000 .

[66]  D. Humphrey,et al.  Predicted and actual costs from individual bank mergers , 2004 .

[67]  George Halkos,et al.  Efficiency measurement of the Greek commercial banks with the use of financial ratios: a data envelopment analysis approach , 2004 .

[68]  Myriam García Olalla,et al.  Bank acquisitions and performance: evidence from a panel of European credit entities , 2004 .

[69]  E. Mamatzakis,et al.  Cost efficiency of the banking industry in the South Eastern European region , 2008 .

[70]  Tianxi Wang Competition and Increasing Returns to Scale: A Model of Bank Size , 2015 .

[71]  Deborah Ralston,et al.  The x-efficiency and allocative efficiency effects of credit union mergers , 1999 .

[72]  Panagiotis Liargovas,et al.  The Impact of Mergers and Acquisitions on the Performance of the Greek Banking Sector: An Event Study Approach , 2011 .

[73]  Rudi Vander Vennet,et al.  Cost and Profit Efficiency of Financial Conglomerates and Universal Banks in Europe , 2002 .

[74]  Markus Fritsch Long Term Effects of Bank Acquisitions in Central and Eastern Europe , 2007 .

[75]  Chrysovalantis Gaganis,et al.  Bank Profit Efficiency and Financial Consumer Protection Policies , 2018, Journal of Business Research.