Measuring Japanese bank performance: a dynamic network DEA approach

A dynamic two-stage network model of production incorporating financial regulatory constraints is developed and estimated for Japanese commercial banks. In the first stage of production bank managers use three desirable inputs (labor, physical capital, and equity capital) to produce two intermediate outputs-deposits and other raised funds. The first stage is constrained by the level of non-performing loans produced in a preceding period. In the second stage, the bank managers use the first stage intermediate outputs to produce desirable outputs of loans and securities investments and an undesirable output of non-performing loans. The dynamic framework allows resources to be allocated over time to maximize the production of desirable outputs and simultaneously minimize the production of undesirable outputs.

[1]  Joe Zhu,et al.  Deriving the DEA frontier for two-stage processes , 2010, Eur. J. Oper. Res..

[2]  William L. Weber,et al.  Bank Efficiency, Risk-Based Capital, and Real Estate Exposure: The Credit Crunch Revisited , 1999 .

[3]  Chiang Kao,et al.  Efficiency measurement for parallel production systems , 2009, Eur. J. Oper. Res..

[4]  Kaoru Tone,et al.  Network DEA: A slacks-based measure approach , 2009, Eur. J. Oper. Res..

[5]  Hirofumi Fukuyama,et al.  Estimating Inefficiency, Technological Change and Shadow Prices of Problem Loans for Regional Banks and Shinkin Banks in Japan , 2008 .

[6]  K. Tone,et al.  Dynamic DEA: A slacks-based measure approach , 2010 .

[7]  John O. S. Wilson,et al.  European Banking : Efficiency, Technology and Growth , 2001 .

[8]  Joe Zhu,et al.  DEA models for two‐stage processes: Game approach and efficiency decomposition , 2008 .

[9]  R. Färe,et al.  Profit, Directional Distance Functions, and Nerlovian Efficiency , 1998 .

[10]  William L. Weber,et al.  A note on efficiency and productivity growth in the Korean Banking Industry, 1992–2002 , 2006 .

[11]  Ali Emrouznejad,et al.  A mathematical model for dynamic efficiency using data envelopment analysis , 2005, Appl. Math. Comput..

[12]  A. Saunders,et al.  Financial Institutions Management: A Risk Management Approach , 1996 .

[13]  Thomas R. Sexton,et al.  Network DEA: efficiency analysis of organizations with complex internal structure , 2004, Comput. Oper. Res..

[14]  William L. Weber,et al.  A slacks-based inefficiency measure for a two-stage system with bad outputs , 2010 .

[15]  Joseph C. Paradi,et al.  Two-stage evaluation of bank branch efficiency using data envelopment analysis , 2011 .

[16]  Hirofumi Fukuyama,et al.  Estimating two-stage network Slacks-based inefficiency: An application to Bangladesh banking , 2013 .

[17]  Necmi K. Avkiran,et al.  Removing the impact of environment with units-invariant efficient frontier analysis: An illustrative case study with intertemporal panel data☆ , 2009 .

[18]  Joe Zhu,et al.  Measuring performance of two-stage network structures by DEA: A review and future perspective , 2010 .

[19]  R. Färe,et al.  Benefit and Distance Functions , 1996 .

[20]  M. Farrell The Measurement of Production Efficiency , 1957 .

[21]  Joe Zhu,et al.  Measuring Information Technology's Indirect Impact on Firm Performance , 2004, Inf. Technol. Manag..

[22]  Hirofumi Fukuyama,et al.  Estimating Two-Stage Network Technology Inefficiency: An Application to Cooperative Shinkin Banks in Japan , 2012, Int. J. Oper. Res. Inf. Syst..

[23]  Stanley Zionts,et al.  Use of Data Envelopment Analysis in assessing Information Technology impact on firm performance , 1997, Ann. Oper. Res..

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

[25]  M. Goto,et al.  Measurement of Dynamic Efficiency in Production: An Application of Data Envelopment Analysis to Japanese Electric Utilities , 2003 .

[26]  Chiang Kao,et al.  Efficiency decomposition in two-stage data envelopment analysis: An application to non-life insurance companies in Taiwan , 2008, Eur. J. Oper. Res..

[27]  Hirofumi Fukuyama,et al.  A dynamic network DEA model with an application to Japanese Shinkin banks , 2013 .

[28]  Kazuyuki Sekitani,et al.  Decomposing the efficient frontier of the DEA production possibility set into a smallest number of convex polyhedrons by mixed integer programming , 2012, Eur. J. Oper. Res..

[29]  M. Hall,et al.  Efficiency in Japanese banking: An empirical analysis , 2003 .

[30]  Rolf Färe,et al.  Dynamic Network DEA: An Illustration , 2009 .

[31]  Rolf Färe,et al.  Technological change and timing reductions in greenhouse gas emissions , 2012 .

[32]  Constantin Zopounidis,et al.  Empirical research in the EU banking sector and the financial crisis , 2010 .

[33]  William L. Weber,et al.  A directional slacks-based measure of technical inefficiency , 2009 .

[34]  K. Tone,et al.  A multistage method to measure efficiency and its application to Japanese banking industry , 2008 .

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

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

[37]  Rolf Färe,et al.  The effect of risk-based capital requirements on profit efficiency in banking , 2004 .

[38]  Allen N. Berger,et al.  Competitive viability in banking: Scale, scope, and product mix economies , 1987 .

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

[40]  Chien-Ming Chen,et al.  Measuring dynamic efficiency: Theories and an integrated methodology , 2010, Eur. J. Oper. Res..

[41]  Satoshi Shimizutani,et al.  The effectiveness of bank recapitalization policies in Japan , 2009 .

[42]  P. Molyneux,et al.  Efficiency and risk in Japanese banking , 2000 .

[43]  Leigh Drake,et al.  Bank modelling methodologies: A comparative non-parametric analysis of efficiency in the Japanese banking sector , 2009 .

[44]  R. Färe,et al.  Intertemporal Production Frontiers: With Dynamic DEA , 1996 .

[45]  Keiichi Hori,et al.  An Empirical Investigation of Cost Efficiency in Japanese Banking: A Non-parametric Approach , 2004 .