Foreign bank diversification and efficiency prior to and during the financial crisis: Does one business model fit all?

Diversified and focused business models may affect foreign bank efficiency differently. We investigate whether there is an optimal business model along three business dimensions—assets, funding and income—and which business model is optimal for foreign banks in a financial center. We apply recently developed non-parametric methods with bootstrap to estimate group efficiency, to test for differences across groups and finally to analyze the link between bank efficiency and diversification measures. Using Luxembourg bank data that include the financial crisis, we find that there is no unique business model. The most efficient business model appears to be a focused asset, funding and income strategy. Banks’ organizational forms play a role; branches may be preferable to subsidiaries prior to the financial crisis, whereas bank subsidiaries perform better than branches during the financial crisis. However, branches diversified in assets, funding and income exploit efficiency advantages during the financial crisis.

[1]  Ana Lozano-Vivas,et al.  Is Foreign-Bank Efficiency in Financial Centers Driven by Home-Country Characteristics? , 2013 .

[2]  A. Shorrocks,et al.  The Measurement of Mobility , 1978 .

[3]  Ana Lozano-Vivas,et al.  Productivity of Foreign Banks: Evidence from a Financial Center , 2013 .

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

[5]  Choon-Geol Moon,et al.  Measuring Bank Efficiency When Managers Trade Return for Reduced Risk , 1997 .

[6]  I. Hasan,et al.  The performance of de novo commercial banks: A profit efficiency approach , 1998 .

[7]  H. Huizinga,et al.  Bank Activity and Funding Strategies: The Impact on Risk and Return , 2009 .

[8]  P. Molyneux,et al.  Efficiency in European Banking , 1996 .

[9]  A. Hackethal,et al.  The Anatomy of Bank Diversification , 2006 .

[10]  R. Shepherd Theory of cost and production functions , 1970 .

[11]  Robert Cull,et al.  Foreign Bank Participation in Developing Countries: What Do We Know About the Drivers and Consequences of this Phenomenon? , 2010 .

[12]  Philip E. Strahan,et al.  Diversification, Size, and Risk at Bank Holding Companies , 1997 .

[13]  Y. Wang,et al.  Bank holding company diversification and production efficiency , 2012 .

[14]  C. Staikouras,et al.  Non-Interest Income and Total Income Stability , 2003 .

[15]  Allen N. Berger,et al.  The Effects of Bank Mergers and Acquisitions on Small Business Lending , 1997 .

[16]  P. Molyneux,et al.  Examining the Relationships between Capital, Risk and Efficiency in European Banking , 2007 .

[17]  Giovanni Dell'Ariccia Risk and the Corporate Structure of Banks , 2008, SSRN Electronic Journal.

[18]  Joseph P. Hughes Incorporating risk into the analysis of production , 1999 .

[19]  K. Stiroh,et al.  The performance of universal banks: Evidence from Switzerland , 2003 .

[20]  Henri Servaes,et al.  The Cost of Diversity : The Diversification Discount and Inefficient Investment , 1997 .

[21]  Léopold Simar,et al.  On Testing Equality of Distributions of Technical Efficiency Scores , 2006 .

[22]  M. Farrell The Measurement of Productive Efficiency , 1957 .

[23]  Loretta J. Mester,et al.  Bank Capitalization and Cost: Evidence of Scale Economies in Risk Management and Signaling , 1997, Review of Economics and Statistics.

[24]  John Goddard,et al.  The diversification and financial performance of US credit unions. , 2008 .

[25]  Jeffrey S. Racine,et al.  Growth and convergence: A profile of distribution dynamics and mobility , 2007 .

[26]  Jan-Egbert Sturm,et al.  Characteristics determining the efficiency of foreign banks in Australia , 2008 .

[27]  M. Bianchi Testing for Convergence: Evidence from Non-parametric Multimodality Tests , 1995 .

[28]  Danny Quah,et al.  Empirics for economic growth and convergence , 1996 .

[29]  C. Milani,et al.  Income Diversification and Bank Performance: Evidence from Italian Banks , 2008 .

[30]  Robert Cull,et al.  The World Bank Research Observer, vol. 18, no. 1 (Spring 2003), pp. 25--59 , 2003 .

[31]  Simon H. Kwan The X-Efficiency of Commercial Banks in Hong Kong , 2001 .

[32]  Markus Schmid,et al.  Do Financial Conglomerates Create or Destroy Economic Value? , 2006 .

[33]  Fifty Years in the Evolution of Bank Business Models , 2013 .

[34]  Claudia Curi,et al.  Changes in bank specialisation: comparing foreign subsidiaries and branches in Luxembourg , 2011 .

[35]  Jan-Egbert Sturm,et al.  Foreign bank entry, deregulation and bank efficiency: Lessons from the Australian experience , 2004 .

[36]  A. Ilyina,et al.  Subsidiaries and Branches: Does One Size Fit All? , 2011 .

[37]  Qi Li Nonparametric testing of closeness between two unknown distribution functions , 1996 .

[38]  C. W. Sealey,et al.  Inputs, Outputs, and a Theory of Production and Cost at Depository Financial Institutions , 1977 .

[39]  Olivier De Jonghe,et al.  Does the Stock Market Value Bank Diversification? , 2006 .

[40]  S. Rossi,et al.  How loan portfolio diversification affects risk, efficiency and capitalization: A managerial behavior model for Austrian banks , 2009 .

[41]  S. Claessens Competitive Implications of Cross-Border Banking , 2006 .

[42]  Charles W. Calomiris,et al.  Is the Bank Merger Wave of the 1990s Efficient? Lessons from Nine Case Studies , 2000 .

[43]  Qi Li,et al.  Nonparametric testing the similarity of two unknown density functions: local power and bootstrap analysis , 1999 .

[44]  Amine Tarazi,et al.  Bank Income Structure and Risk: An Empirical Analysis of European Banks , 2008 .

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

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

[47]  Kevin J. Stiroh,et al.  The dark side of diversification: The case of US financial holding companies , 2006 .

[48]  F. Sufian,et al.  Deregulation, consolidation and banks efficiency in Singapore: Evidence from event study window approach and Tobit analysis , 2007 .

[49]  S. Rhoades The efficiency effects of bank mergers: An overview of case studies of nine mergers , 1998 .

[50]  Valentin Zelenyuk,et al.  On aggregate Farrell efficiencies , 2003, Eur. J. Oper. Res..

[51]  Ross Levine,et al.  Is There a Diversification Discount in Financial Conglomerates? , 2005 .

[52]  Loretta J. Mester,et al.  A quality and risk-adjusted cost function for banks: Evidence on the “too-big-to-fail” doctrine , 1993 .

[53]  Iftekhar Hasan,et al.  Privatization Matters: Bank Efficiency in Transition Countries , 2004 .

[54]  J. Burgstaller,et al.  Efficiency in private banking: evidence from Switzerland and Liechtenstein , 2011 .

[55]  F. Panetta,et al.  Are Mergers Beneficial to Consumers? Evidence from the Italian Market for Bank Deposits , 2003 .

[56]  Fotios Pasiouras International evidence on the impact of regulations and supervision on banks’ technical efficiency: an application of two-stage data envelopment analysis , 2007 .

[57]  Léopold Simar,et al.  Statistical inference for aggregates of Farrell-type efficiencies , 2007 .

[58]  K. Roland,et al.  Product Mix and Earnings Volatility at Commercial Banks: Evidence from a Degree of Leverage Model , 2001 .

[59]  Paolo Guarda,et al.  Banking Output & Price Indicators from Quarterly Reporting Data , 2007 .

[60]  K. Stiroh,et al.  Diversification in Banking: Is Noninterest Income the Answer? , 2002 .

[61]  Allen N. Berger,et al.  The Effects of Focus versus Diversification on Bank Performance: Evidence from Chinese Banks , 2010 .

[62]  A. Atkinson On the measurement of inequality , 1970 .

[63]  Iftekhar Hasan,et al.  Should Banks Be Diversified? Evidence from Individual Bank Loan Portfolios , 2002 .

[64]  M. C. Jones,et al.  A reliable data-based bandwidth selection method for kernel density estimation , 1991 .

[65]  Christopher M. James,et al.  Where do merger gains come from? Bank mergers from the perspective of insiders and outsiders , 2001 .

[66]  Allen N. Berger,et al.  Efficiency of Financial Institutions: International Survey and Directions for Future Research , 1997 .

[67]  Simi Kedia,et al.  Explaining the Diversification Discount , 1999 .

[68]  Allen N. Berger International Comparisons of Banking Efficiency , 2007 .