IDEAS home Printed from https://ideas.repec.org/a/taf/applec/v41y2009i26p3389-3401.html
   My bibliography  Save this article

Threshold effects of financial status on the cost frontiers of financial institutions in nondynamic panels

Author

Listed:
  • Mei-Hui Wang
  • Tai-Hsin Huang

Abstract

This article applies Hansen's (1999, 2000) threshold regression model to estimate translog cost frontiers in the hope of shedding light on the banking industry's production processes and the extent of its Technical Efficiency (TE). The threshold technique allows for the existence of multiple technologies of production, distinguished by an exogenous threshold variable. Strong evidence of multiple technologies is found in the industry irrespective of which financial indicator, as constructed by factor analysis, defines the threshold variable. Cost savings and scale economies among the various underlying technologies are compared herein. We also highlight the differences between the threshold results and the conventional cost frontier.

Suggested Citation

  • Mei-Hui Wang & Tai-Hsin Huang, 2009. "Threshold effects of financial status on the cost frontiers of financial institutions in nondynamic panels," Applied Economics, Taylor & Francis Journals, vol. 41(26), pages 3389-3401.
  • Handle: RePEc:taf:applec:v:41:y:2009:i:26:p:3389-3401
    DOI: 10.1080/00036840802600079
    as

    Download full text from publisher

    File URL: http://www.tandfonline.com/doi/abs/10.1080/00036840802600079
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1080/00036840802600079?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Beard, T. Randolph & Caudill, Steven B. & Gropper, Daniel M., 1997. "The diffusion of production processes in the U.S. banking industry: A finite mixture approach," Journal of Banking & Finance, Elsevier, vol. 21(5), pages 721-740, May.
    2. Berger, Allen N. & DeYoung, Robert, 1997. "Problem loans and cost efficiency in commercial banks," Journal of Banking & Finance, Elsevier, vol. 21(6), pages 849-870, June.
    3. Mitchell, Karlyn & Onvural, Nur M, 1996. "Economies of Scale and Scope at Large Commercial Banks: Evidence from the Fourier Flexible Functional Form," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 28(2), pages 178-199, May.
    4. Adam, Christopher S. & Bevan, David L., 2005. "Fiscal deficits and growth in developing countries," Journal of Public Economics, Elsevier, vol. 89(4), pages 571-597, April.
    5. 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.
    6. Bruce E. Hansen, 2000. "Sample Splitting and Threshold Estimation," Econometrica, Econometric Society, vol. 68(3), pages 575-604, May.
    7. Bai, Jushan, 1997. "Estimating Multiple Breaks One at a Time," Econometric Theory, Cambridge University Press, vol. 13(3), pages 315-352, June.
    8. Chu, David K. W. & Zollinger, Terrell W. & Kelly, Anne S. & Saywell, Robert Jr., 1991. "An empirical analysis of cash flow, working capital, and the stability of financial ratio groups in the hospital industry," Journal of Accounting and Public Policy, Elsevier, vol. 10(1), pages 39-58.
    9. Bai, Jushan, 1999. "Likelihood ratio tests for multiple structural changes," Journal of Econometrics, Elsevier, vol. 91(2), pages 299-323, August.
    10. Hansen, Bruce E, 1996. "Inference When a Nuisance Parameter Is Not Identified under the Null Hypothesis," Econometrica, Econometric Society, vol. 64(2), pages 413-430, March.
    11. Miller, Stephen M. & Noulas, Athanasios G., 1996. "The technical efficiency of large bank production," Journal of Banking & Finance, Elsevier, vol. 20(3), pages 495-509, April.
    12. Nickell, Stephen & Nicolitsas, Daphne, 1999. "How does financial pressure affect firms?," European Economic Review, Elsevier, vol. 43(8), pages 1435-1456, August.
    13. 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.
    14. Benston, George J & Hanweck, Gerald A & Humphrey, David B, 1982. "Scale Economies in Banking: A Restructuring and Reassessment," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 14(4), pages 435-456, November.
    15. Bonin, John P. & Hasan, Iftekhar & Wachtel, Paul, 2005. "Bank performance, efficiency and ownership in transition countries," Journal of Banking & Finance, Elsevier, vol. 29(1), pages 31-53, January.
    16. Hansen, Bruce E., 1999. "Threshold effects in non-dynamic panels: Estimation, testing, and inference," Journal of Econometrics, Elsevier, vol. 93(2), pages 345-368, December.
    17. Daniel Gropper & Steven Caudill & T. Beard, 1999. "Estimating Multiproduct Cost Functions Over Time Using a Mixture of Normals," Journal of Productivity Analysis, Springer, vol. 11(3), pages 201-218, June.
    18. Funke, Michael & Niebuhr, Annekatrin, 2005. "Threshold effects and regional economic growth--evidence from West Germany," Economic Modelling, Elsevier, vol. 22(1), pages 61-80, January.
    19. Stephen Nickell & Sushil Wadhwani, 1991. "Employment Determination in British Industry: Investigations Using Micro-Data," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(5), pages 955-969.
    20. Sharpe, Steven A, 1994. "Financial Market Imperfections, Firm Leverage, and the Cyclicality of Employment," American Economic Review, American Economic Association, vol. 84(4), pages 1060-1074, September.
    21. Shujie Yao & Chunxia Jiang & Genfu Feng & Dirk Willenbockel, 2007. "WTO challenges and efficiency of Chinese banks," Applied Economics, Taylor & Francis Journals, vol. 39(5), pages 629-643.
    22. Beard, T Randolph & Caudill, Steven B & Gropper, Daniel M, 1991. "Finite Mixture Estimation of Multiproduct Cost Functions," The Review of Economics and Statistics, MIT Press, vol. 73(4), pages 654-664, November.
    23. Battese, G E & Coelli, T J, 1995. "A Model for Technical Inefficiency Effects in a Stochastic Frontier Production Function for Panel Data," Empirical Economics, Springer, vol. 20(2), pages 325-332.
    24. Jaewook An & Sang‐Kun Bae & Ronald A. Ratti, 2007. "Political Influence and the Banking Sector: Evidence from Korea," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 69(1), pages 75-98, February.
    25. repec:bla:econom:v:54:y:1987:i:213:p:21-40 is not listed on IDEAS
    26. Atkinson, Scott E & Cornwell, Christopher, 1994. "Parametric Estimation of Technical and Allocative Inefficiency with Panel Data," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 35(1), pages 231-243, February.
    27. Beccalli, Elena, 2004. "Cross-country comparisons of efficiency: Evidence from the UK and Italian investment firms," Journal of Banking & Finance, Elsevier, vol. 28(6), pages 1363-1383, June.
    28. Ferrier, Gary D. & Lovell, C. A. Knox, 1990. "Measuring cost efficiency in banking : Econometric and linear programming evidence," Journal of Econometrics, Elsevier, vol. 46(1-2), pages 229-245.
    29. Hunter, William C & Timme, Stephen G & Yang, Won Keun, 1990. "An Examination of Cost Subadditivity and Multiproduct Production in Large U.S. Banks," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 22(4), pages 504-525, November.
    30. Robert DeYoung, 1998. "Management Quality and X-Inefficiency in National Banks," Journal of Financial Services Research, Springer;Western Finance Association, vol. 13(1), pages 5-22, February.
    31. Laitinen, Erkki K. & Laitinen, Teija, 2000. "Bankruptcy prediction: Application of the Taylor's expansion in logistic regression," International Review of Financial Analysis, Elsevier, vol. 9(4), pages 327-349.
    32. Berger, Allen N. & Hanweck, Gerald A. & Humphrey, David B., 1987. "Competitive viability in banking : Scale, scope, and product mix economies," Journal of Monetary Economics, Elsevier, vol. 20(3), pages 501-520, December.
    33. Kumbhakar, Subal C., 1997. "Modeling allocative inefficiency in a translog cost function and cost share equations: An exact relationship," Journal of Econometrics, Elsevier, vol. 76(1-2), pages 351-356.
    34. Mester, Loretta J., 1996. "A study of bank efficiency taking into account risk-preferences," Journal of Banking & Finance, Elsevier, vol. 20(6), pages 1025-1045, July.
    35. Vander Vennet, Rudi, 2002. "Cost and Profit Efficiency of Financial Conglomerates and Universal Banks in Europe," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 34(1), pages 254-282, February.
    36. Li, Shanling & Liu, Feng & Liu, Suge & Whitmore, G. A., 2001. "Comparative Performance of Chinese Commercial Banks: Analysis, Findings and Policy Implications," Review of Quantitative Finance and Accounting, Springer, vol. 16(2), pages 149-170, March.
    37. Pinches, George E & Mingo, Kent A & Caruthers, J Kent, 1973. "The Stability of Financial Patterns in Industrial Organizations," Journal of Finance, American Finance Association, vol. 28(2), pages 389-396, May.
    38. Jagtiani, Julapa & Khanthavit, Anya, 1996. "Scale and scope economies at large banks: Including off-balance sheet products and regulatory effects (1984-1991)," Journal of Banking & Finance, Elsevier, vol. 20(7), pages 1271-1287, August.
    39. Wang, Hung-Jen, 2003. "A Stochastic Frontier Analysis of Financing Constraints on Investment: The Case of Financial Liberalization in Taiwan," Journal of Business & Economic Statistics, American Statistical Association, vol. 21(3), pages 406-419, July.
    40. Mester, Loretta J, 1987. "A Multiproduct Cost Study of Savings and Loans," Journal of Finance, American Finance Association, vol. 42(2), pages 423-445, June.
    41. Chung-Hua Shen & Chien-An Wang, 2005. "The impact of cross-ownership on the reaction of corporate investment and financing constraints: a panel threshold model," Applied Economics, Taylor & Francis Journals, vol. 37(20), pages 2315-2325.
    42. Fries, Steven & Taci, Anita, 2005. "Cost efficiency of banks in transition: Evidence from 289 banks in 15 post-communist countries," Journal of Banking & Finance, Elsevier, vol. 29(1), pages 55-81, January.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Hung-pin Lai, 2013. "Estimation of the threshold stochastic frontier model in the presence of an endogenous sample split variable," Journal of Productivity Analysis, Springer, vol. 40(2), pages 227-237, October.
    2. Badunenko, Oleg & D’Inverno, Giovanna & De Witte, Kristof, 2023. "On distinguishing the direct causal effect of an intervention from its efficiency-enhancing effects," European Journal of Operational Research, Elsevier, vol. 310(1), pages 432-447.
    3. Camilla Mastromarco & Laura Serlenga & Yongcheol Shin, 2012. "Is Globalization Driving Efficiency? A Threshold Stochastic Frontier Panel Data Modeling Approach," Review of International Economics, Wiley Blackwell, vol. 20(3), pages 563-579, August.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Mai, Nhat Chi, 2015. "Efficiency of the banking system in Vietnam under financial liberalization," OSF Preprints qsf6d, Center for Open Science.
    2. Daniel Gropper & Steven Caudill & T. Beard, 1999. "Estimating Multiproduct Cost Functions Over Time Using a Mixture of Normals," Journal of Productivity Analysis, Springer, vol. 11(3), pages 201-218, June.
    3. José Luis Carreño & Gino Loyola & Yolanda Portilla, 2010. "Eficiencia Bancaria en Chile: un Enfoque de Frontera de Beneficios," Working Papers Central Bank of Chile 603, Central Bank of Chile.
    4. José Luis Carreño G. & Gino Loyola F. & Yolanda Portilla S., 2010. "Banking Efficiency in Chile: a Profit Frontier Approach," Journal Economía Chilena (The Chilean Economy), Central Bank of Chile, vol. 13(3), pages 33-65, December.
    5. Bernardo Maggi & Stefania P. S. Rossi, 2003. "An efficiency analysis of banking systems: a comparison of European and United States large commercial banks using different functional forms," Vienna Economics Papers 0306, University of Vienna, Department of Economics.
    6. Antonio Lopes & Luca Giordano, 2006. "Risk Preference and Investments Quality as Determinants of Efficiency in the Italian Banking System," Quaderni DSEMS 12-2006, Dipartimento di Scienze Economiche, Matematiche e Statistiche, Universita' di Foggia.
    7. Lee, Chi-Chuan & Huang, Tai-Hsin, 2017. "Cost efficiency and technological gap in Western European banks: A stochastic metafrontier analysis," International Review of Economics & Finance, Elsevier, vol. 48(C), pages 161-178.
    8. Md. Asif Nawaz, 2021. "Impact of Specialization, Ownership Structure, and Size on Cost and Profit Efficiency of US Commercial and Savings Banks," Journal of Applied Finance & Banking, SCIENPRESS Ltd, vol. 11(3), pages 1-4.
    9. Mohanty, Sunil K. & Lin, Winston T. & Lin, Hong-Jen, 2013. "Measuring cost efficiency in presence of heteroskedasticity: The case of the banking industry in Taiwan," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 26(C), pages 77-90.
    10. Mike G. Tsionas & Konstantinos N. Baltas, 2022. "On identifying risk-adjusted efficiency gains or losses of prospective mergers and acquisitions," Annals of Operations Research, Springer, vol. 318(1), pages 619-683, November.
    11. Dong, Yizhe & Firth, Michael & Hou, Wenxuan & Yang, Weiwei, 2016. "Evaluating the performance of Chinese commercial banks: A comparative analysis of different types of banks," European Journal of Operational Research, Elsevier, vol. 252(1), pages 280-295.
    12. Zuzana Irsova & Tomas Havranek, 2011. "Bank Efficiency in Transitional Countries: Sensitivity to Stochastic Frontier Design," Transition Studies Review, Springer;Central Eastern European University Network (CEEUN), vol. 18(2), pages 230-270, December.
    13. Agostino, Mariarosaria & Ruberto, Sabrina & Trivieri, Francesco, 2023. "The role of local institutions in cooperative banks’ efficiency. The case of Italy," International Review of Economics & Finance, Elsevier, vol. 84(C), pages 84-103.
    14. E. Mamatzakis, 2015. "Risk and efficiency in the Central and Eastern European banking industry under quantile analysis," Quantitative Finance, Taylor & Francis Journals, vol. 15(3), pages 553-567, March.
    15. Mamatzakis, Emmanuel & Zhang, Xiaoxiang & Wang, Chaoke, 2016. "Invisible hand discipline from informed trading: Does market discipline from trading affect bank capital structure?," MPRA Paper 76215, University Library of Munich, Germany.
    16. Elena Beccalli & Pascal Frantz, 2008. "Do M&As in the EU banking industry lead to an increase in performance?," Working Papers 50-2008, Macerata University, Department of Finance and Economic Sciences, revised Dec 2009.
    17. Tai‐Hsin Huang & Mei‐Hui Wang, 2003. "Estimation of Technical and Allocative Inefficiency Using Fourier Flexible Cost Frontiers for Taiwan's Banking Industry," Manchester School, University of Manchester, vol. 71(3), pages 341-362, June.
    18. Kyj, Larissa & Isik, Ihsan, 2008. "Bank x-efficiency in Ukraine: An analysis of service characteristics and ownership," Journal of Economics and Business, Elsevier, vol. 60(4), pages 369-393.
    19. repec:onb:oenbwp:y::i:96:b:1 is not listed on IDEAS
    20. C. Barra, 2014. "Local financial development and economic growth: an outlook on italian territorial data," Rivista economica del Mezzogiorno, Società editrice il Mulino, issue 1-2, pages 187-216.
    21. Sameh Charfeddine Karray & Jamel eddine Chichti, 2013. "Bank Size and Efficiency in Developing Countries: Intermediation Approach versus Value Added Approach and Impact of Non-Traditional Activities," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 3(5), pages 593-613, May.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:taf:applec:v:41:y:2009:i:26:p:3389-3401. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Chris Longhurst (email available below). General contact details of provider: http://www.tandfonline.com/RAEC20 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.