Nothing Special   »   [go: up one dir, main page]

IDEAS home Printed from https://ideas.repec.org/a/eee/jebusi/v83y2016icp70-90.html
   My bibliography  Save this article

Bank efficiency and local market conditions. Evidence from Italy

Author

Listed:
  • Aiello, Francesco
  • Bonanno, Graziella
Abstract
This paper evaluates the impact of local market conditions on small mutual-cooperative banks’ (BCCs) efficiency over the period 2006–2011. Efficiency is first estimated applying stochastic frontiers and then regressed against individual and environmental factors. The latter are meant to gauge the structure of the provincial banking market, which is the BCC reference market. Results show that BCCs have performed better than other banks in the present crisis, although efficiency has decreased over time. Furthermore, BCC efficiency increases with market concentration and demand density and decreases as the number of bank branches in local markets increases. This holds whatever the frontier (cost or profit). Finally, local development negatively affects (only) cost efficiency, while BCCs generate more profit when systemic credit risk increases.

Suggested Citation

  • Aiello, Francesco & Bonanno, Graziella, 2016. "Bank efficiency and local market conditions. Evidence from Italy," Journal of Economics and Business, Elsevier, vol. 83(C), pages 70-90.
  • Handle: RePEc:eee:jebusi:v:83:y:2016:i:c:p:70-90
    DOI: 10.1016/j.jeconbus.2015.09.002
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0148619515000508
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jeconbus.2015.09.002?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. Leopold Simar & Paul Wilson, 2000. "A general methodology for bootstrapping in non-parametric frontier models," Journal of Applied Statistics, Taylor & Francis Journals, vol. 27(6), pages 779-802.
    2. Berger, Allen N, 1995. "The Profit-Structure Relationship in Banking--Tests of Market-Power and Efficient-Structure Hypotheses," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 27(2), pages 404-431, May.
    3. Joseph P. Hughes & Loretta J. Mester, 2008. "Efficiency in Banking: Theory, Practice, and Evidence," Departmental Working Papers 200801, Rutgers University, Department of Economics.
    4. Bonin, John P. & Hasan, Iftekhar & Wachtel, Paul, 2005. "Privatization matters: Bank efficiency in transition countries," Journal of Banking & Finance, Elsevier, vol. 29(8-9), pages 2155-2178, August.
    5. Allen N. Berger & Gregory F. Udell, 2002. "Small Business Credit Availability and Relationship Lending: The Importance of Bank Organisational Structure," Economic Journal, Royal Economic Society, vol. 112(477), pages 32-53, February.
    6. 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.
    7. Adriano Giannola, 2009. "Bank Mergers and Credit Allocation Among Italian Regions," Springer Books, in: Damiano Bruno Silipo (ed.), The Banks and the Italian Economy, chapter 0, pages 125-133, Springer.
    8. Hughes, Joseph P. & Mester, Loretta J., 2013. "Who said large banks don’t experience scale economies? Evidence from a risk-return-driven cost function," Journal of Financial Intermediation, Elsevier, vol. 22(4), pages 559-585.
    9. Hughes, Joseph P, et al, 1996. "Efficient Banking under Interstate Branching," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 28(4), pages 1045-1071, November.
    10. Kasman, Adnan & Tunc, Gokce & Vardar, Gulin & Okan, Berna, 2010. "Consolidation and commercial bank net interest margins: Evidence from the old and new European Union members and candidate countries," Economic Modelling, Elsevier, vol. 27(3), pages 648-655, May.
    11. Fiordelisi, Franco & Mare, Davide Salvatore, 2013. "Probability of default and efficiency in cooperative banking," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 26(C), pages 30-45.
    12. Stefano Usai & Marco Vannini, 2005. "Banking structure and regional economic growth: lessons from Italy," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 39(4), pages 691-714, December.
    13. David Hauner, 2005. "Explaining efficiency differences among large German and Austrian banks," Applied Economics, Taylor & Francis Journals, vol. 37(9), pages 969-980.
    14. Ivana Catturani & Carlo Borzaga, 2014. "Facts and Stereotypes about Cooperative Banks: To Whom Do CBs Actually Lend?," Journal of Entrepreneurial and Organizational Diversity, European Research Institute on Cooperative and Social Enterprises, vol. 3(2), pages 7-13, December.
    15. Trevor Fitzpatrick & Kieran McQuinn, 2007. "Measuring bank profit efficiency," Applied Financial Economics, Taylor & Francis Journals, vol. 18(1), pages 1-8.
    16. Ferri, Giovanni & Messori, Marcello, 2000. "Bank-firm relationships and allocative efficiency in Northeastern and Central Italy and in the South," Journal of Banking & Finance, Elsevier, vol. 24(6), pages 1067-1095, June.
    17. Francesco Aiello & Graziella Bonanno, 2016. "Efficiency in banking: a meta-regression analysis," International Review of Applied Economics, Taylor & Francis Journals, vol. 30(1), pages 112-149, January.
    18. V. Boscia & R. Salvo, 2009. "The Theory and Experience of Cooperative Banking," Palgrave Macmillan Studies in Banking and Financial Institutions, in: Vittorio Boscia & Alessandro Carretta & Paola Schwizer (ed.), Cooperative Banking: Innovations and Developments, chapter 2, pages 9-39, Palgrave Macmillan.
    19. Berger, Allen N. & Miller, Nathan H. & Petersen, Mitchell A. & Rajan, Raghuram G. & Stein, Jeremy C., 2005. "Does function follow organizational form? Evidence from the lending practices of large and small banks," Journal of Financial Economics, Elsevier, vol. 76(2), pages 237-269, May.
    20. Carnevali, Francesca, 2005. "Europe's Advantage: Banks and Small Firms in Britain, France, Germany, and Italy since 1918," OUP Catalogue, Oxford University Press, number 9780199257393.
    21. Allen N. Berger & William Goulding & Tara N. Rice, 2013. "Do Small Businesses Still Prefer Community Banks?," International Finance Discussion Papers 1096, Board of Governors of the Federal Reserve System (U.S.).
    22. Sealey, Calvin W, Jr & Lindley, James T, 1977. "Inputs, Outputs, and a Theory of Production and Cost at Depository Financial Institutions," Journal of Finance, American Finance Association, vol. 32(4), pages 1251-1266, September.
    23. Francesca Battaglia & Vincenzo Farina & Franco Fiordelisi & Ornella Ricci, 2010. "The efficiency of cooperative banks: the impact of environmental economic conditions," Applied Financial Economics, Taylor & Francis Journals, vol. 20(17), pages 1363-1376.
    24. Pietro Alessandrini & Andrea F. Presbitero & Alberto Zazzaro, 2009. "Banks, Distances and Firms' Financing Constraints," Review of Finance, European Finance Association, vol. 13(2), pages 261-307.
    25. Viral V. Acharya & S. Viswanathan, 2011. "Leverage, Moral Hazard, and Liquidity," Journal of Finance, American Finance Association, vol. 66(1), pages 99-138, February.
    26. Hung-jen Wang & Peter Schmidt, 2002. "One-Step and Two-Step Estimation of the Effects of Exogenous Variables on Technical Efficiency Levels," Journal of Productivity Analysis, Springer, vol. 18(2), pages 129-144, September.
    27. Maudos, Joaquin & Pastor, Jose M. & Perez, Francisco & Quesada, Javier, 2002. "Cost and profit efficiency in European banks," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 12(1), pages 33-58, February.
    28. 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.
    29. Hannan, Timothy H. & Prager, Robin A., 2009. "The profitability of small single-market banks in an era of multi-market banking," Journal of Banking & Finance, Elsevier, vol. 33(2), pages 263-271, February.
    30. Baele, Lieven & De Jonghe, Olivier & Vander Vennet, Rudi, 2007. "Does the stock market value bank diversification?," Journal of Banking & Finance, Elsevier, vol. 31(7), pages 1999-2023, July.
    31. Jimborean, Ramona & Brack, Estelle, 2010. "The cost-efficiency of French banks," MPRA Paper 23471, University Library of Munich, Germany.
    32. Dietsch, Michel & Lozano-Vivas, Ana, 2000. "How the environment determines banking efficiency: A comparison between French and Spanish industries," Journal of Banking & Finance, Elsevier, vol. 24(6), pages 985-1004, June.
    33. Goldberg, Lawrence G. & Rai, Anoop, 1996. "The structure-performance relationship for European banking," Journal of Banking & Finance, Elsevier, vol. 20(4), pages 745-771, May.
    34. Giuseppe Coco & Giovanni Ferri, 2010. "From shareholders to stakeholders finance: a more sustainable lending model," International Journal of Sustainable Economy, Inderscience Enterprises Ltd, vol. 2(3), pages 352-364.
    35. Fethi, Meryem Duygun & Pasiouras, Fotios, 2010. "Assessing bank efficiency and performance with operational research and artificial intelligence techniques: A survey," European Journal of Operational Research, Elsevier, vol. 204(2), pages 189-198, July.
    36. 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.
    37. Bos, J.W.B. & Kool, C.J.M., 2006. "Bank efficiency: The role of bank strategy and local market conditions," Journal of Banking & Finance, Elsevier, vol. 30(7), pages 1953-1974, July.
    38. Hausman, Jerry A & Taylor, William E, 1981. "Panel Data and Unobservable Individual Effects," Econometrica, Econometric Society, vol. 49(6), pages 1377-1398, November.
    39. H.P. Huizinga & J.H.M. Nelissen & R. Vander Vennet, 2001. "Efficiency Effects of Bank Mergers and Acquisitions," Tinbergen Institute Discussion Papers 01-088/3, Tinbergen Institute.
    40. Robert Lensink & Aljar Meesters, 2014. "Institutions and Bank Performance: A Stochastic Frontier Analysis," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 76(1), pages 67-92, February.
    41. Barbara Casu & Philip Molyneux, 2003. "A comparative study of efficiency in European banking," Applied Economics, Taylor & Francis Journals, vol. 35(17), pages 1865-1876.
    42. Dick, Astrid A., 2008. "Demand estimation and consumer welfare in the banking industry," Journal of Banking & Finance, Elsevier, vol. 32(8), pages 1661-1676, August.
    43. Leigh Drake, 2001. "Efficiency and productivity change in UK banking," Applied Financial Economics, Taylor & Francis Journals, vol. 11(5), pages 557-571.
    44. Joseph Hughes & William Lang & Loretta Mester & Choon-Geol Moon, 2000. "Recovering Risky Technologies Using the Almost Ideal Demand System: An Application to U.S. Banking," Journal of Financial Services Research, Springer;Western Finance Association, vol. 18(1), pages 5-27, October.
    45. Cole, Rebel A. & Goldberg, Lawrence G. & White, Lawrence J., 2004. "Cookie Cutter vs. Character: The Micro Structure of Small Business Lending by Large and Small Banks," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 39(2), pages 227-251, June.
    46. Claudia Girardone & Philip Molyneux & Edward Gardener, 2004. "Analysing the determinants of bank efficiency: the case of Italian banks," Applied Economics, Taylor & Francis Journals, vol. 36(3), pages 215-227.
    47. International Monetary Fund, 2007. "Italy—Assessing Competition and Efficiency in the Banking System," IMF Working Papers 2007/026, International Monetary Fund.
    48. Delis, Manthos D & Papanikolaou, Nikolaos I, 2009. "Determinants of bank efficiency: Evidence from a semi-parametric methodology," MPRA Paper 13893, University Library of Munich, Germany.
    49. McDonald, John, 2009. "Using least squares and tobit in second stage DEA efficiency analyses," European Journal of Operational Research, Elsevier, vol. 197(2), pages 792-798, September.
    50. Santiago Carbo Valverdie & David Humphrey & Francisco Rodriguez Fernandez, 2003. "Deregulation, Bank Competition and Regional Growth," Regional Studies, Taylor & Francis Journals, vol. 37(3), pages 227-237.
    51. Mei-Ying Huang & Tsu-Tan Fu, 2013. "An examination of the cost efficiency of banks in Taiwan and China using the metafrontier cost function," Journal of Productivity Analysis, Springer, vol. 40(3), pages 387-406, December.
    52. Iannotta, Giuliano & Nocera, Giacomo & Sironi, Andrea, 2007. "Ownership structure, risk and performance in the European banking industry," Journal of Banking & Finance, Elsevier, vol. 31(7), pages 2127-2149, July.
    53. Hans Groeneveld, 2014. "Features, Facts and Figures of European Cooperative Banking Groups over Recent Business Cycles," Journal of Entrepreneurial and Organizational Diversity, European Research Institute on Cooperative and Social Enterprises, vol. 3(1), pages 11-33, June.
    54. Mr. Martin Cihak & Mr. Heiko Hesse, 2007. "Cooperative Banks and Financial Stability," IMF Working Papers 2007/002, International Monetary Fund.
    55. Pilloff, Steven J, 1996. "Performance Changes and Shareholder Wealth Creation Associated with Mergers of Publicly Traded Banking Institutions," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 28(3), pages 294-310, August.
    56. 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.
    57. Petersen, Mitchell A & Rajan, Raghuram G, 1994. "The Benefits of Lending Relationships: Evidence from Small Business Data," Journal of Finance, American Finance Association, vol. 49(1), pages 3-37, March.
    58. Wagner, Wolf, 2010. "Diversification at financial institutions and systemic crises," Journal of Financial Intermediation, Elsevier, vol. 19(3), pages 373-386, July.
    59. Cristian Barra & Sergio Destefanis & Giuseppe Lubrano Lavadera, 2011. "Risk and Regulation: The Efficiency of Italian Cooperative Banks," CSEF Working Papers 290, Centre for Studies in Economics and Finance (CSEF), University of Naples, Italy.
    60. Gillen, David & Lall, Ashish, 1997. "Developing measures of airport productivity and performance: an application of data envelopment analysis," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 33(4), pages 261-273, December.
    61. Johnston Birchall, 2013. "The potential of co-operatives during the current recession; theorizing comparative advantage," Journal of Entrepreneurial and Organizational Diversity, European Research Institute on Cooperative and Social Enterprises, vol. 2(1), pages 1-22, May.
    62. Vittorio Boscia & Alessandro Carretta & Paola Schwizer (ed.), 2009. "Cooperative Banking: Innovations and Developments," Palgrave Macmillan Studies in Banking and Financial Institutions, Palgrave Macmillan, number 978-0-230-23578-6.
    63. 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.
    64. Vallascas, Francesco & Keasey, Kevin, 2012. "Bank resilience to systemic shocks and the stability of banking systems: Small is beautiful," Journal of International Money and Finance, Elsevier, vol. 31(6), pages 1745-1776.
    65. Aigner, Dennis & Lovell, C. A. Knox & Schmidt, Peter, 1977. "Formulation and estimation of stochastic frontier production function models," Journal of Econometrics, Elsevier, vol. 6(1), pages 21-37, July.
    66. Coccorese, Paolo, 2009. "Market power in local banking monopolies," Journal of Banking & Finance, Elsevier, vol. 33(7), pages 1196-1210, July.
    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. Barra, Cristian & Ruggiero, Nazzareno, 2021. "Do microeconomic and macroeconomic factors influence Italian bank credit risk in different local markets? Evidence from cooperative and non-cooperative banks," Journal of Economics and Business, Elsevier, vol. 114(C).
    2. Johann Burgstaller, 2020. "Retail‐bank efficiency: Nonstandard goals and environmental determinants," Annals of Public and Cooperative Economics, Wiley Blackwell, vol. 91(2), pages 269-301, June.
    3. Woon Kan Yap & Siong Hock Law & Judhiana Abdul-Ghani, 2019. "Effects of Credit Market Freedom on Output Reallocation in China's Banking Sector Through the Intermediation of Cost X-inefficiency," Annals of Economics and Finance, Society for AEF, vol. 20(2), pages 691-720, November.
    4. Cristian Barra & Nazzareno Ruggiero, 2022. "Firm innovation and local bank efficiency in Italy: Does the type of bank matter?," Annals of Public and Cooperative Economics, Wiley Blackwell, vol. 93(4), pages 1083-1128, December.
    5. Emmanuel Kwasi Mensah, 2020. "Robust data envelopment analysis via ellipsoidal uncertainty sets with application to the Italian banking industry," Decisions in Economics and Finance, Springer;Associazione per la Matematica, vol. 43(2), pages 491-518, December.
    6. Marjanović Ivana & Stanković Jelena J. & Popović Žarko, 2018. "Efficiency Estimation of Commercial Banks Based on Financial Performance: Input Oriented DEA CRS/VRS Models," Economic Themes, Sciendo, vol. 56(2), pages 239-252, June.
    7. Dincer, Hasan & Hacioglu, Umit & Tatoglu, Ekrem & Delen, Dursun, 2019. "Developing a hybrid analytics approach to measure the efficiency of deposit banks," Journal of Business Research, Elsevier, vol. 104(C), pages 131-145.

    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. Francesco Aiello & Graziella Bonanno, 2016. "Looking at the determinants of efficiency in banking: evidence from Italian mutual-cooperatives," International Review of Applied Economics, Taylor & Francis Journals, vol. 30(4), pages 507-526, July.
    2. Francesco Aiello & Graziella Bonanno, 2018. "Multilevel empirics for small banks in local markets," Papers in Regional Science, Wiley Blackwell, vol. 97(4), pages 1017-1037, November.
    3. Francesco Aiello & Graziella Bonanno, 2013. "Profit and cost efficiency in the Italian banking industry (2006-2011)," Economics and Business Letters, Oviedo University Press, vol. 2(4), pages 190-205.
    4. Francesco Aiello & Graziella Bonanno, 2018. "On The Sources Of Heterogeneity In Banking Efficiency Literature," Journal of Economic Surveys, Wiley Blackwell, vol. 32(1), pages 194-225, February.
    5. 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.
    6. Mai, Nhat Chi, 2015. "Efficiency of the banking system in Vietnam under financial liberalization," OSF Preprints qsf6d, Center for Open Science.
    7. Francesco Aiello & Graziella Bonanno, 2016. "Efficiency in banking: a meta-regression analysis," International Review of Applied Economics, Taylor & Francis Journals, vol. 30(1), pages 112-149, January.
    8. Francesca Pampurini & Anna Grazia Quaranta, 2018. "Sustainability and Efficiency of the European Banking Market after the Global Crisis: The Impact of Some Strategic Choices," Sustainability, MDPI, vol. 10(7), pages 1-16, June.
    9. Kalyvas, Antonios Nikolaos & Mamatzakis, Emmanuel, 2017. "Do creditor rights and information sharing affect the performance of foreign banks?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 50(C), pages 13-35.
    10. Marko Košak & Peter Zajc & Jelena Zorić, 2009. "Bank efficiency differences in the new EU member states," Baltic Journal of Economics, Baltic International Centre for Economic Policy Studies, vol. 9(2), pages 67-90, December.
    11. Schure, Paul & Wagenvoort, Rien & O'Brien, Dermot, 2004. "The efficiency and the conduct of European banks: Developments after 1992," Review of Financial Economics, Elsevier, vol. 13(4), pages 371-396.
    12. Ferrando, Annalisa & Rossi, Stefania P. S. & Bonanno, Graziella, 2020. "Determinants of firms’ efficiency: do innovations and finance constraints matter? The case of European SMEs," Working Paper Series 2419, European Central Bank.
    13. Nurboja, Bashkim & Košak, Marko, 2017. "Banking efficiency in South East Europe: Evidence for financial crises and the gap between new EU members and candidate countries," Economic Systems, Elsevier, vol. 41(1), pages 122-138.
    14. Feng, Guohua & Wang, Chuan, 2018. "Why European banks are less profitable than U.S. banks: A decomposition approach," Journal of Banking & Finance, Elsevier, vol. 90(C), pages 1-16.
    15. Johann Burgstaller, 2020. "Retail‐bank efficiency: Nonstandard goals and environmental determinants," Annals of Public and Cooperative Economics, Wiley Blackwell, vol. 91(2), pages 269-301, June.
    16. Beccalli, Elena & Anolli, Mario & Borello, Giuliana, 2015. "Are European banks too big? Evidence on economies of scale," Journal of Banking & Finance, Elsevier, vol. 58(C), pages 232-246.
    17. Belousova, Veronika & Karminsky, Alexander & Kozyr, Ilya, 2018. "The macroeconomic and institutional determinants of the profit efficiency frontier for Russian banks," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 49, pages 91-114.
    18. Otero, Luis & Razia, Alaa & Cunill, Onofre Martorell & Mulet-Forteza, Carles, 2020. "What determines efficiency in MENA banks?," Journal of Business Research, Elsevier, vol. 112(C), pages 331-341.
    19. Koutsomanoli-Filippaki, Anastasia & Mamatzakis, Emmanuel C., 2010. "Estimating the speed of adjustment of European banking efficiency under a quadratic loss function," Economic Modelling, Elsevier, vol. 27(1), pages 1-11, January.
    20. Bautista Mesa, Rafael & Molina Sánchez, Horacio & Ramírez Sobrino, Jesús Nicolás, 2014. "Main determinants of efficiency and implications on banking concentration in the European Union," Revista de Contabilidad - Spanish Accounting Review, Elsevier, vol. 17(1), pages 78-87.

    More about this item

    Keywords

    Local markets; Mutual-cooperative banks; Stochastic frontiers; Efficiency determinants; G21; C13; D22; O16; P13;
    All these keywords.

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General
    • D22 - Microeconomics - - Production and Organizations - - - Firm Behavior: Empirical Analysis
    • O16 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Financial Markets; Saving and Capital Investment; Corporate Finance and Governance
    • P13 - Political Economy and Comparative Economic Systems - - Capitalist Economies - - - Cooperative Enterprises

    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:eee:jebusi:v:83:y:2016:i:c:p:70-90. 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: Catherine Liu (email available below). General contact details of provider: https://www.journals.elsevier.com/journal-of-economics-and-business .

    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.