IDEAS home Printed from https://ideas.repec.org/p/mcd/mcddps/2021_08.html
   My bibliography  Save this paper

Financial Reforms and Innovation: A Micro-Macro Perspective

Author

Abstract

We develop a horizontal R&D growth model that allows us to investigate the different channels through which financial reforms affect R&D investment and patent activity. First, a “micro” reformthat abolishes barriers to entry in the banking sector produces a straightforward result: a decrease in lending rates which stimulates R&D investment and economic growth. Second, a “macro” reform that removes restrictions on banks’ reserves and credit controls. While this reform increases liquidity, it also increases the risk of default, potentially raising the cost of borrowing. This we dub the “reserves paradox” – this makes banks offset the rise in the default rate with a higher spread between loans and deposit rates. Thus our model suggests that whilst micro reforms boost innovation, macro reforms may appear negative. We test and find empirical support for these propositions using a sample of 21 OECD countries.

Suggested Citation

  • Spyridon Boikos & Ioannis Bournakis & Dimitris Christopoulos & Peter McAdam, 2021. "Financial Reforms and Innovation: A Micro-Macro Perspective," Discussion Paper Series 2021_08, Department of Economics, University of Macedonia, revised Jun 2021.
  • Handle: RePEc:mcd:mcddps:2021_08
    as

    Download full text from publisher

    File URL: http://econwp.uom.gr/pdf/dp082021.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Ioannis Bournakis & Dimitris Christopoulos & Sushanta Mallick, 2018. "Knowledge Spillovers And Output Per Worker: An Industry‐Level Analysis For Oecd Countries," Economic Inquiry, Western Economic Association International, vol. 56(2), pages 1028-1046, April.
    2. Valerie R. Bencivenga & Bruce D. Smith, 1991. "Financial Intermediation and Endogenous Growth," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 195-209.
    3. Christopoulos, Dimitris & McAdam, Peter, 2017. "Do financial reforms help stabilize inequality?," Journal of International Money and Finance, Elsevier, vol. 70(C), pages 45-61.
    4. Beck, Thorsten & Levine, Ross, 2004. "Stock markets, banks, and growth: Panel evidence," Journal of Banking & Finance, Elsevier, vol. 28(3), pages 423-442, March.
    5. Greenwood, Jeremy & Jovanovic, Boyan, 1990. "Financial Development, Growth, and the Distribution of Income," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 1076-1107, October.
    6. Boikos, Spyridon & Panagiotidis, Theodore & Voucharas, Georgios, 2022. "Financial development, reforms and growth," Economic Modelling, Elsevier, vol. 108(C).
    7. Nelson, Daniel B, 1991. "Conditional Heteroskedasticity in Asset Returns: A New Approach," Econometrica, Econometric Society, vol. 59(2), pages 347-370, March.
    8. Grossmann, Volker & Steger, Thomas M., 2013. "Optimal growth policy: The role of skill heterogeneity," Economics Letters, Elsevier, vol. 119(2), pages 162-164.
    9. Stiglitz, Joseph E., 2000. "Capital Market Liberalization, Economic Growth, and Instability," World Development, Elsevier, vol. 28(6), pages 1075-1086, June.
    10. Akins, Brian & Li, Lynn & Ng, Jeffrey & Rusticus, Tjomme O., 2016. "Bank Competition and Financial Stability: Evidence from the Financial Crisis," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 51(1), pages 1-28, February.
    11. Carmen M. Reinhart & Graciela L. Kaminsky, 1999. "The Twin Crises: The Causes of Banking and Balance-of-Payments Problems," American Economic Review, American Economic Association, vol. 89(3), pages 473-500, June.
    12. Robert G. King & Ross Levine, 1993. "Finance and Growth: Schumpeter Might Be Right," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 717-737.
    13. Levine, Ross & Zervos, Sara, 1998. "Stock Markets, Banks, and Economic Growth," American Economic Review, American Economic Association, vol. 88(3), pages 537-558, June.
    14. Oriana Bandiera & Gerard Caprio & Patrick Honohan & Fabio Schiantarelli, 2000. "Does Financial Reform Raise or Reduce Saving?," The Review of Economics and Statistics, MIT Press, vol. 82(2), pages 239-263, May.
    15. Franklin Allen & Douglas Gale, 2004. "Financial Intermediaries and Markets," Econometrica, Econometric Society, vol. 72(4), pages 1023-1061, July.
    16. Ang, James B., 2011. "Financial development, liberalization and technological deepening," European Economic Review, Elsevier, vol. 55(5), pages 688-701, June.
    17. Goodhart, C., 2008. "Liquidity risk management," Financial Stability Review, Banque de France, issue 11, pages 39-44, February.
    18. Carmen M. Reinhart & Graciela L. Kaminsky, 1999. "The Twin Crises: The Causes of Banking and Balance-of-Payments Problems," American Economic Review, American Economic Association, vol. 89(3), pages 473-500, June.
    19. Rajan, Raghuram G & Zingales, Luigi, 1998. "Financial Dependence and Growth," American Economic Review, American Economic Association, vol. 88(3), pages 559-586, June.
    20. Bekaert, Geert & Harvey, Campbell R. & Lundblad, Christian, 2005. "Does financial liberalization spur growth?," Journal of Financial Economics, Elsevier, vol. 77(1), pages 3-55, July.
    21. Demirguc-Kunt, Asli & Detragiache, Enrica, 2002. "Does deposit insurance increase banking system stability? An empirical investigation," Journal of Monetary Economics, Elsevier, vol. 49(7), pages 1373-1406, October.
    22. Romero-Ávila, Diego, 2011. "Information disclosure, banking development and knowledge-driven growth," Economic Modelling, Elsevier, vol. 28(3), pages 980-990, May.
    23. 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.
    24. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, April.
    25. Benfratello, Luigi & Schiantarelli, Fabio & Sembenelli, Alessandro, 2008. "Banks and innovation: Microeconometric evidence on Italian firms," Journal of Financial Economics, Elsevier, vol. 90(2), pages 197-217, November.
    26. Ghossoub, Edgar A. & Reed, Robert R., 2015. "The size distribution of the banking sector and the effects of monetary policy," European Economic Review, Elsevier, vol. 75(C), pages 156-176.
    27. Hausman, Jerry, 2015. "Specification tests in econometrics," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 38(2), pages 112-134.
    28. McCaig, Brian & Stengos, Thanasis, 2005. "Financial intermediation and growth: Some robustness results," Economics Letters, Elsevier, vol. 88(3), pages 306-312, September.
    29. Charles W. Calomiris & Gary Gorton, 1991. "The Origins of Banking Panics: Models, Facts, and Bank Regulation," NBER Chapters, in: Financial Markets and Financial Crises, pages 109-174, National Bureau of Economic Research, Inc.
    30. Laeven, Luc & Levine, Ross & Michalopoulos, Stelios, 2015. "Financial innovation and endogenous growth," Journal of Financial Intermediation, Elsevier, vol. 24(1), pages 1-24.
    31. Philippe Aghion & Peter Howitt & David Mayer-Foulkes, 2005. "The Effect of Financial Development on Convergence: Theory and Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(1), pages 173-222.
    32. David Martinez-Miera & Rafael Repullo, 2010. "Does Competition Reduce the Risk of Bank Failure?," The Review of Financial Studies, Society for Financial Studies, vol. 23(10), pages 3638-3664, October.
    33. Atje, Raymond & Jovanovic, Boyan, 1993. "Stock markets and development," European Economic Review, Elsevier, vol. 37(2-3), pages 632-640, April.
    34. Anginer, Deniz & Demirguc-Kunt, Asli & Zhu, Min, 2014. "How does competition affect bank systemic risk?," Journal of Financial Intermediation, Elsevier, vol. 23(1), pages 1-26.
    35. Levine, Ross, 2002. "Bank-Based or Market-Based Financial Systems: Which Is Better?," Journal of Financial Intermediation, Elsevier, vol. 11(4), pages 398-428, October.
    36. Amable, Bruno & Chatelain, Jean-Bernard & De Bandt, Olivier, 2002. "Optimal capacity in the banking sector and economic growth," Journal of Banking & Finance, Elsevier, vol. 26(2-3), pages 491-517, March.
    37. Demirguc-Kunt, Asli & Maksimovic, Vojislav, 2002. "Funding growth in bank-based and market-based financial systems: evidence from firm-level data," Journal of Financial Economics, Elsevier, vol. 65(3), pages 337-363, September.
    38. Bronwyn H. Hall & Nathan Rosenberg (ed.), 2010. "Handbook of the Economics of Innovation," Handbook of the Economics of Innovation, Elsevier, edition 1, volume 1, number 1.
    39. Growiec, Jakub, 2013. "A microfoundation for normalized CES production functions with factor-augmenting technical change," Journal of Economic Dynamics and Control, Elsevier, vol. 37(11), pages 2336-2350.
    40. Abdul Abiad & Enrica Detragiache & Thierry Tressel, 2010. "A New Database of Financial Reforms," IMF Staff Papers, Palgrave Macmillan, vol. 57(2), pages 281-302, June.
    41. Klaus Schaeck & Martin Cihak & Simon Wolfe, 2009. "Are Competitive Banking Systems More Stable?," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 41(4), pages 711-734, June.
    42. Kourtellos, Andros & Stengos, Thanasis & Tan, Chih Ming, 2016. "Structural Threshold Regression," Econometric Theory, Cambridge University Press, vol. 32(4), pages 827-860, August.
    43. Christopoulos, Dimitris K. & Tsionas, Efthymios G., 2004. "Financial development and economic growth: evidence from panel unit root and cointegration tests," Journal of Development Economics, Elsevier, vol. 73(1), pages 55-74, February.
    44. Growiec, Jakub, 2015. "On the modeling of size distributions when technologies are complex," Journal of Mathematical Economics, Elsevier, vol. 60(C), pages 1-8.
    45. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    46. Eaton, Jonathan & Kortum, Samuel, 1996. "Trade in ideas Patenting and productivity in the OECD," Journal of International Economics, Elsevier, vol. 40(3-4), pages 251-278, May.
    47. Beck, Thorsten & Levine, Ross & Loayza, Norman, 2000. "Finance and the sources of growth," Journal of Financial Economics, Elsevier, vol. 58(1-2), pages 261-300.
    48. Fan Yang & Yi Qian & Hui Xie, 2022. "Addressing Endogeneity Using a Two-stage Copula Generated Regressor Approach," NBER Working Papers 29708, National Bureau of Economic Research, Inc.
    49. Hall, Bronwyn H. & Lerner, Josh, 2010. "The Financing of R&D and Innovation," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 1, chapter 0, pages 609-639, Elsevier.
    50. Giovanni Dell'Ariccia & Robert Marquez, 2006. "Lending Booms and Lending Standards," Journal of Finance, American Finance Association, vol. 61(5), pages 2511-2546, October.
    51. Barro, Robert J. & Lee, Jong Wha, 2013. "A new data set of educational attainment in the world, 1950–2010," Journal of Development Economics, Elsevier, vol. 104(C), pages 184-198.
    52. Calza, Alessandro & Manrique, Marta & Sousa, Joao, 2006. "Credit in the euro area: An empirical investigation using aggregate data," The Quarterly Review of Economics and Finance, Elsevier, vol. 46(2), pages 211-226, May.
    53. Demirguc-Kent, Asli & Detragiache, Enrica, 1998. "Financial liberalization and financial fragility," Policy Research Working Paper Series 1917, The World Bank.
    54. Philippe Aghion & Peter Howitt & Ross Levine, 2018. "Financial development and innovation-led growth," Post-Print halshs-01883567, HAL.
    55. Hsu, Po-Hsuan & Tian, Xuan & Xu, Yan, 2014. "Financial development and innovation: Cross-country evidence," Journal of Financial Economics, Elsevier, vol. 112(1), pages 116-135.
    56. Andrew J. Patton, 2006. "Modelling Asymmetric Exchange Rate Dependence," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 47(2), pages 527-556, May.
    57. Berger, Allen N. & Bouwman, Christa H.S., 2017. "Bank liquidity creation, monetary policy, and financial crises," Journal of Financial Stability, Elsevier, vol. 30(C), pages 139-155.
    58. James R. Brown & Steven M. Fazzari & Bruce C. Petersen, 2009. "Financing Innovation and Growth: Cash Flow, External Equity, and the 1990s R&D Boom," Journal of Finance, American Finance Association, vol. 64(1), pages 151-185, February.
    59. Torvik, Ragnar, 2002. "Natural resources, rent seeking and welfare," Journal of Development Economics, Elsevier, vol. 67(2), pages 455-470, April.
    60. Keeley, Michael C, 1990. "Deposit Insurance, Risk, and Market Power in Banking," American Economic Review, American Economic Association, vol. 80(5), pages 1183-1200, December.
    61. Berthelemy, Jean-Claude & Varoudakis, Aristomene, 1996. "Economic Growth, Convergence Clubs, and the Role of Financial Development," Oxford Economic Papers, Oxford University Press, vol. 48(2), pages 300-328, April.
    62. James B. Ang, 2008. "A Survey Of Recent Developments In The Literature Of Finance And Growth," Journal of Economic Surveys, Wiley Blackwell, vol. 22(3), pages 536-576, July.
    63. John H. Boyd & Gianni De Nicoló, 2005. "The Theory of Bank Risk Taking and Competition Revisited," Journal of Finance, American Finance Association, vol. 60(3), pages 1329-1343, June.
    64. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    65. Jones, Charles I, 1995. "R&D-Based Models of Economic Growth," Journal of Political Economy, University of Chicago Press, vol. 103(4), pages 759-784, August.
    66. Levine, Ross, 1991. "Stock Markets, Growth, and Tax Policy," Journal of Finance, American Finance Association, vol. 46(4), pages 1445-1465, September.
    67. Papadopoulos, Georgios, 2019. "Income inequality, consumption, credit and credit risk in a data-driven agent-based model," Journal of Economic Dynamics and Control, Elsevier, vol. 104(C), pages 39-73.
    68. Arnold, Lutz G., 1998. "Growth, Welfare, and Trade in an Integrated Model of Human-Capital Accumulation and Research," Journal of Macroeconomics, Elsevier, vol. 20(1), pages 81-105, January.
    69. Jakob B. Madsen, 2008. "Innovations and manufacturing export performance in the OECD countries," Oxford Economic Papers, Oxford University Press, vol. 60(1), pages 143-167, January.
    70. Sungho Park & Sachin Gupta, 2012. "Handling Endogenous Regressors by Joint Estimation Using Copulas," Marketing Science, INFORMS, vol. 31(4), pages 567-586, July.
    71. Robert M. Bushman & Bradley E. Hendricks & Christopher D. Williams, 2016. "Bank Competition: Measurement, Decision‐Making, and Risk‐Taking," Journal of Accounting Research, Wiley Blackwell, vol. 54(3), pages 777-826, June.
    72. Goetz, Martin R., 2018. "Competition and bank stability," Journal of Financial Intermediation, Elsevier, vol. 35(PA), pages 57-69.
    73. Kortum, Samuel, 1993. "Equilibrium R&D and the Patent-R&D Ratio: U.S. Evidence," American Economic Review, American Economic Association, vol. 83(2), pages 450-457, May.
    74. Boubacar Diallo & Wilfried Koch, 2018. "Bank Concentration and Schumpeterian Growth: Theory and International Evidence," The Review of Economics and Statistics, MIT Press, vol. 100(3), pages 489-501, July.
    75. Chava, Sudheer & Oettl, Alexander & Subramanian, Ajay & Subramanian, Krishnamurthy V., 2013. "Banking deregulation and innovation," Journal of Financial Economics, Elsevier, vol. 109(3), pages 759-774.
    76. Keith Blackburn & Victor T. Y. Hung, 1998. "A Theory of Growth, Financial Development and Trade," Economica, London School of Economics and Political Science, vol. 65(257), pages 107-124, February.
    77. Edgar A. Ghossoub & Robert R. Reed, 2019. "Banking competition, production externalities, and the effects of monetary policy," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 67(1), pages 91-154, February.
    78. Yanqin Fan & Andrew J. Patton, 2014. "Copulas in Econometrics," Annual Review of Economics, Annual Reviews, vol. 6(1), pages 179-200, August.
    79. Papyrakis, Elissaios & Gerlagh, Reyer, 2007. "Resource abundance and economic growth in the United States," European Economic Review, Elsevier, vol. 51(4), pages 1011-1039, May.
    80. Kevin C. Murdock & Thomas F. Hellmann & Joseph E. Stiglitz, 2000. "Liberalization, Moral Hazard in Banking, and Prudential Regulation: Are Capital Requirements Enough?," American Economic Review, American Economic Association, vol. 90(1), pages 147-165, March.
    81. Dimitris Christopoulos & Peter McAdam & Elias Tzavalis, 2021. "Dealing With Endogeneity in Threshold Models Using Copulas," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 39(1), pages 166-178, January.
    82. Houston, Joel F. & Lin, Chen & Lin, Ping & Ma, Yue, 2010. "Creditor rights, information sharing, and bank risk taking," Journal of Financial Economics, Elsevier, vol. 96(3), pages 485-512, June.
    83. João Ricardo Faria, 2016. "Location Clusters, FDI and Local Entrepreneurs: Consistent Public Policy," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 7(4), pages 858-868, December.
    84. Engle, Robert F, 1982. "Autoregressive Conditional Heteroscedasticity with Estimates of the Variance of United Kingdom Inflation," Econometrica, Econometric Society, vol. 50(4), pages 987-1007, July.
    85. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
    Full references (including those not matched with items on IDEAS)

    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. Popov, Alexander, 2017. "Evidence on finance and economic growth," Working Paper Series 2115, European Central Bank.
    2. Liangliang Jiang & Ross Levine & Chen Lin, 2023. "Does Competition Affect Bank Risk?," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 55(5), pages 1043-1076, August.
    3. James B. Ang, 2008. "A Survey Of Recent Developments In The Literature Of Finance And Growth," Journal of Economic Surveys, Wiley Blackwell, vol. 22(3), pages 536-576, July.
    4. Jean Arcand & Enrico Berkes & Ugo Panizza, 2015. "Too much finance?," Journal of Economic Growth, Springer, vol. 20(2), pages 105-148, June.
    5. Ang, James B. & McKibbin, Warwick J., 2007. "Financial liberalization, financial sector development and growth: Evidence from Malaysia," Journal of Development Economics, Elsevier, vol. 84(1), pages 215-233, September.
    6. Demirguc-Kunt, Asli, 2006. "Finance and economic development : policy choices for developing countries," Policy Research Working Paper Series 3955, The World Bank.
    7. Beck, T.H.L., 2011. "The Role of Finance in Economic Development : Benefits, Risks, and Politics," Discussion Paper 2011-141, Tilburg University, Center for Economic Research.
    8. Rudra P. Pradhan & Mak B. Arvin & John H. Hall & Sahar Bahmani, 2014. "Causal nexus between economic growth, banking sector development, stock market development, and other macroeconomic variables: The case of ASEAN countries," Review of Financial Economics, John Wiley & Sons, vol. 23(4), pages 155-173, November.
    9. Çağatay Bircan & Ralph De Haas, 2020. "The Limits of Lending? Banks and Technology Adoption across Russia," The Review of Financial Studies, Society for Financial Studies, vol. 33(2), pages 536-609.
    10. Didier, Tatiana & Levine, Ross & Llovet Montanes, Ruth & Schmukler, Sergio L., 2021. "Capital market financing and firm growth," Journal of International Money and Finance, Elsevier, vol. 118(C).
    11. Su-Yin Cheng & Han Hou, 2022. "Innovation, financial development, and growth: evidences from industrial and emerging countries," Economic Change and Restructuring, Springer, vol. 55(3), pages 1629-1653, August.
    12. Thorsten Beck & Robin Döttling & Thomas Lambert & Mathijs Dijk, 2023. "Liquidity creation, investment, and growth," Journal of Economic Growth, Springer, vol. 28(2), pages 297-336, June.
    13. Hardy, Bryan & Sever, Can, 2021. "Financial crises and innovation," European Economic Review, Elsevier, vol. 138(C).
    14. Gründler, Klaus & Weitzel, Jan, 2013. "The financial sector and economic growth in a panel of countries," Discussion Paper Series 123, Julius Maximilian University of Würzburg, Chair of Economic Order and Social Policy.
    15. Asli Demirgüç-Kunt & Ross Levine, 2008. "Finance, Financial Sector Policies, and Long-Run Growth," World Bank Publications - Books, The World Bank Group, number 28021.
    16. Rosa Capolupo, 2018. "Finance, Investment and Growth: Evidence for Italy," Economic Notes, Banca Monte dei Paschi di Siena SpA, vol. 47(1), pages 145-186, February.
    17. Cubillas, Elena & González, Francisco, 2014. "Financial liberalization and bank risk-taking: International evidence," Journal of Financial Stability, Elsevier, vol. 11(C), pages 32-48.
    18. Jiang, Tianjiao & Levine, Ross & Lin, Chen & Wei, Lai, 2020. "Bank deregulation and corporate risk," Journal of Corporate Finance, Elsevier, vol. 60(C).
    19. Laurent Cavenaile & Christian Gengenbach & Franz Palm, 2014. "Stock Markets, Banks and Long Run Economic Growth: A Panel Cointegration-Based Analysis," De Economist, Springer, vol. 162(1), pages 19-40, March.
    20. Alessandro Giovannini & Maurizio Iacopetta & Raoul Minetti, 2013. "Financial Markets, Banks, and Growth : Disentangling the links," Revue de l'OFCE, Presses de Sciences-Po, vol. 0(5), pages 105-147.

    More about this item

    Keywords

    Finance; Growth; Patents; Monitoring; Reserves Paradox; Estimation.Conventional DEA Efficiency.;
    All these keywords.

    JEL classification:

    • G2 - Financial Economics - - Financial Institutions and Services
    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
    • E44 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Financial Markets and the Macroeconomy
    • O43 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Institutions and Growth

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:mcd:mcddps:2021_08. 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: Theodore Panagiotidis or Anastasia Litina (email available below). General contact details of provider: http://www.uom.gr/index.php?tmima=3 .

    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.