Determinants of bank efficiency during unstable macroeconomic environment: Empirical evidence from Malaysia

The present study investigates for the first time the efficiency of Malaysian banking sector around the Asian financial crisis 1997. The efficiency estimates of individual banks are evaluated by using the Data Envelopment Analysis (DEA) approach. To examine the robustness of the estimated efficiency scores under various alternatives and to differentiate how efficiency scores vary with changes in inputs and outputs, the present study focuses on three major approaches viz., intermediation approach, value added approach, and operating approach. The analysis further links the variation in calculated efficiencies to a set of explanatory variables, i.e. bank size, profitability, and ownership. The empirical findings clearly bring forth the high degree of inefficiency in the Malaysian banking sector, particularly a year after the East Asian crisis. The results suggest that the decline in technical efficiency is more abrupt under the intermediation approach relative to the value added approach and operating approach. The regression results focusing on bank efficiency and other bank specific traits suggest that efficiency is negatively related to expense preference behavior and economic conditions, while bank efficiency is positively related to loans intensity.

[1]  Richard S. Barr,et al.  Predicting bank failure using DEA to quantify management quality , 1994 .

[2]  C. A. Knox Lovell,et al.  The Impact of Financial Liberalization on the Performance of Thai Banks , 1998 .

[3]  Emmanuel Thanassoulis,et al.  Introduction to the Theory and Application of Data Envelopment Analysis: A Foundation Text with Integrated Software , 2001 .

[4]  Timothy Coelli,et al.  An Introduction to Efficiency and Productivity Analysis , 1997 .

[5]  Milind Sathye,et al.  Efficiency of banks in a developing economy: The case of India , 2003, Eur. J. Oper. Res..

[6]  Paolo A. Pesenti,et al.  What Caused the Asian Currency and Financial Crisis? Part I: a Macroeconomic Overview , 1998 .

[7]  D. Klingebiel,et al.  Financial Liberalization and the Capital Account: Thailand, 1988-97 , 1999 .

[8]  Fadzlan Sufian,et al.  Trends in the efficiency of Singapore's commercial banking groups , 2007 .

[9]  C. Lovell,et al.  The impact of liberalization on the productive efficiency of Indian commercial banks , 1997 .

[10]  R. Billings,et al.  Determinants of Banking System Fragility: A Case Study of Mexico , 1997 .

[11]  Carmen M. Reinhart,et al.  Financial crises in Asia and Latin America: Then and now , 1998 .

[12]  Allen N. Berger,et al.  Globalization of Financial Institutions: Evidence from Cross-Border Banking Performance , 2000 .

[13]  Asli Demirgüç-Kunt,et al.  Inside the Crisis: An Empirical Analysis of Banking System in Distress , 1999, SSRN Electronic Journal.

[14]  Globalization of Financial Institutions: Evidence from Cross-Border Banking Performance , 2000 .

[15]  Barry Eichengreen,et al.  Staying Afloat When the Wind Shifts: External Factors and Emerging Market Banking Crises , 1998 .

[16]  A. Velasco,et al.  Liquidity Crises in Emerging Markets: Theory and Policy , 1999, NBER Macroeconomics Annual.

[17]  Larissa S. Kyj,et al.  Bank x-efficiency in Ukraine: An analysis of service characteristics and ownership , 2008 .

[18]  Rungrudee Suetorsak.  Banking crisis in east asia: A micro/macro perspective , 2006 .

[19]  Gary R. Saxonhouse,et al.  Estimated Parameters as Dependent Variables , 1976 .

[20]  J. Jones,et al.  Financial liberalization and banking crises in emerging economies , 2007 .

[21]  Allen N. Berger,et al.  Measurement and Efficiency Issues in Commercial Banking , 1992 .

[22]  I. Hasan,et al.  Development and Efficiency of the Banking Sector in a Transitional Economy: Hungarian Experience , 2000 .

[23]  M. Hassan,et al.  Financial disruption and bank productivity: The 1994 experience of Turkish banks , 2003 .

[24]  Igor Jemric,et al.  Efficiency of Banks in Croatia: A DEA Approach , 2002 .

[25]  Andrew Berg,et al.  Predicting currency crises:: The indicators approach and an alternative , 1999 .

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

[27]  Kaoru Tone,et al.  Data Envelopment Analysis , 1996 .

[28]  Simon H. Kwan,et al.  An analysis of inefficiencies in banking , 1995 .

[29]  Kory A. Killgo,et al.  Evaluating the Productive Efficiency and Performance of U . S . Commercial Banks , 2000 .

[30]  Andrés Velasco,et al.  Financial Crises in Emerging Markets: The Lessons from 1995 , 1996 .

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

[32]  Brenda González-Hermosillo,et al.  Determinants of Ex-Ante Banking System Distress: A Macro-Micro Empirical Exploration of Some Recent Episodes , 1999, SSRN Electronic Journal.

[33]  James R. Barth,et al.  Do Regulation and Ownership Affect Performance and Stability? , 2000 .

[34]  Hirofumi Fukuyama,et al.  Measuring efficiency and productivity growth in Japanese banking: a nonparametrie frontier approach , 1995 .

[35]  Andrea Resti.  Evaluating the cost-efficiency of the Italian Banking System: What can be learned from the joint application of parametric and non-parametric techniques , 1997 .

[36]  H. Le,et al.  Economic reforms and bank efficiency in developing countries: the case of the Indian banking industry , 2006 .

[37]  W. R. Lane,et al.  An application of the cox proportional hazards model to bank failure , 1986 .

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

[39]  Paolo A. Pesenti,et al.  What Caused the Asian Currency and Financial Crisis , 1999 .

[40]  S. Miller,et al.  Performance of Domestic and Foreign Banks: The Case of Korea and the Asian Financial Crisis , 2005 .

[41]  A. Akhigbe,et al.  Profit efficiency sources and differences among small and large U.S. commercial banks , 2005 .

[42]  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 .

[43]  A. Rose,et al.  Currency Crashes in Emerging Markets: Empirical Indicators , 1996 .

[44]  Brenda González-Hermosillo.  Determinants of Ex-Ante Banking System Distress , 1999 .

[45]  C. Zopounidis,et al.  Bank efficiency and share performance: evidence from Greece , 2008 .

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

[47]  S. Miller,et al.  The technical efficiency of large bank production , 1996 .

[48]  T. Beck,et al.  Bank concentration, competition, and crises: First results , 2006 .

[49]  Graciela L. Kaminsky.  Leading Indicators of Currency Crises , 1997 .

[50]  Patrick Honohan,et al.  Banking System Failures in Developing and Transition Countries: Diagnosis and Predictions , 1997 .

[51]  Gary Whalen,et al.  A proportional hazards model of bank failure: an examination of its usefulness as an early warning tool , 1991 .

[52]  M. Hassan,et al.  Efficiency, Ownership and Market Structure, Corporate Control and Governance in the Turkish Banking Industry , 2003 .

[53]  Shari Lawrence,et al.  The Impact of Mergers and Acquisitions on the Efficiency of the U.S. Banking Industry: Further Evidence , 2008 .

[54]  Lawrence B. Pulley,et al.  Banks' Responses to Deregulation: Profits, Technology, and Efficiency , 1997 .

[55]  Asli Demirguc-Kunt,et al.  Deposit-institution failures: a review of empirical literature , 1989 .

[56]  George J. Benston,et al.  BRANCH BANKING AND ECONOMIES OF SCALE , 1965 .

[57]  James B. Thomson,et al.  Predicting bank failures in the 1980s , 1991 .

[58]  M. Hassan,et al.  Technical, scale and allocative efficiencies of Turkish banking industry , 2002 .

[59]  James R. Barth,et al.  Thrift institution failures: causes and policy issues , 1985 .

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

[61]  J. Sinkey.  A MULTIVARIATE STATISTICAL ANALYSIS OF THE CHARACTERISTICS OF PROBLEM BANKS , 1975 .

[62]  N. Avkiran.  The evidence on efficiency gains: The role of mergers and the benefits to the public , 1999 .

[63]  Allen N. Berger,et al.  The efficiency of financial institutions: A review and preview of research past, present and future , 1993 .

[64]  David Hauner.  Explaining Efficiency Differences Among Large German and Austrian Banks , 2004 .

[65]  Exchange Market Pressure and Monetary Policy , 2010 .

[66]  Fotios Pasiouras,et al.  The Impact of Non-Traditional Activities on the Estimation of Bank Efficiency: International Evidence , 2008 .

[67]  L. Laeven,et al.  Banking Crises, Financial Dependence and Growth , 2006 .

[68]  M. Hall,et al.  The Impact of Macroeconomic and Regulatory Factors on Bank Efficiency: A Non-Parametric Analysis of Hong Kong's Banking System , 2005 .

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

[70]  Allen N. Berger,et al.  Problem Loans and Cost Efficiency in Commercial Banks , 1995 .

[71]  M. Chinn.  Before the Fall: Were East Asian Currencies Overvalued? , 1998 .

[72]  Singfat Chu,et al.  Share performance and profit efficiency of banks in an oligopolistic market: evidence from Singapore , 1998 .

[73]  Philip Turner,et al.  Banking Crises in Emerging Economies: Origins and Policy Options , 1996 .