IDEAS home Printed from https://ideas.repec.org/p/mcd/mcddps/2022_07.html
   My bibliography  Save this paper

Financial Development, Reforms and Growth

Author

Listed:
  • Spyridon Boikos

    (Department of Economics, University of Macedonia)

  • Theodore Panagiotidis

    (Department of Economics, University of Macedonia)

  • Georgios Voucharas

    (Department of Economics, University of Macedonia)

Abstract

Is there any specific structure of the financial system which promotes economic growth or does this structure depend on the level of economic growth itself? Financial development and financial reforms affect economic growth, but less is known on how this effect varies across different levels of the conditional distribution of the growth rates. We examine this by using panel data for 81 countries for more than 30 years. We account for unobserved heterogeneity and operate within alternative econometric approaches. The findings indicate that financial reforms are important determinants of growth, especially when a country faces relatively low levels of economic growth. Financial development does matter for growth, however, the size and significance of the effect vary. Financial reforms affect economic growth more than financial development. We reveal that the components of financial reforms, which are more important for economic growth, are the supervision of banks and the regulation of securities markets.

Suggested Citation

  • Spyridon Boikos & Theodore Panagiotidis & Georgios Voucharas, 2022. "Financial Development, Reforms and Growth," Discussion Paper Series 2022_07, Department of Economics, University of Macedonia, revised Sep 2022.
  • Handle: RePEc:mcd:mcddps:2022_07
    as

    Download full text from publisher

    File URL: http://econwp.uom.gr/pdf/dp072022.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. M Ayhan Kose & Eswar Prasad & Kenneth Rogoff & Shang-Jin Wei, 2009. "Financial Globalization: A Reappraisal," IMF Staff Papers, Palgrave Macmillan, vol. 56(1), pages 8-62, April.
    2. Galvao, Antonio F. & Kato, Kengo, 2016. "Smoothed quantile regression for panel data," Journal of Econometrics, Elsevier, vol. 193(1), pages 92-112.
    3. Peter L. Rousseau & Paul Wachtel, 2011. "What Is Happening To The Impact Of Financial Deepening On Economic Growth?," Economic Inquiry, Western Economic Association International, vol. 49(1), pages 276-288, January.
    4. Bonaccorsi di Patti, Emilia & Dell'Ariccia, Giovanni, 2004. "Bank Competition and Firm Creation," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 36(2), pages 225-251, April.
    5. Gehringer, Agnieszka, 2013. "Growth, productivity and capital accumulation: The effects of financial liberalization in the case of European integration," International Review of Economics & Finance, Elsevier, vol. 25(C), pages 291-309.
    6. Stiglitz, Joseph E., 2000. "Capital Market Liberalization, Economic Growth, and Instability," World Development, Elsevier, vol. 28(6), pages 1075-1086, June.
    7. Ahmed, Abdullahi D., 2013. "Effects of financial liberalization on financial market development and economic performance of the SSA region: An empirical assessment," Economic Modelling, Elsevier, vol. 30(C), pages 261-273.
    8. Gunther Capelle-Blancard & Claire Labonne, 2016. "More Bankers, More Growth? Evidence from OECD Countries," Economic Notes, Banca Monte dei Paschi di Siena SpA, vol. 45(1), pages 37-51, February.
    9. Ranciere, Romain & Tornell, Aaron & Westermann, Frank, 2006. "Decomposing the effects of financial liberalization: Crises vs. growth," Journal of Banking & Finance, Elsevier, vol. 30(12), pages 3331-3348, December.
    10. 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.
    11. 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.
    12. Levine, Ross & Zervos, Sara, 1998. "Stock Markets, Banks, and Economic Growth," American Economic Review, American Economic Association, vol. 88(3), pages 537-558, June.
    13. Beylunioğlu, Fuat C. & Yazgan, M. Ege & Stengos, Thanasis, 2020. "Detecting Convergence Clubs," Macroeconomic Dynamics, Cambridge University Press, vol. 24(3), pages 629-669, April.
    14. Bumann, Silke & Hermes, Niels & Lensink, Robert, 2013. "Financial liberalization and economic growth: A meta-analysis," Journal of International Money and Finance, Elsevier, vol. 33(C), pages 255-281.
    15. 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.
    16. Galor, Oded, 1996. "Convergence? Inferences from Theoretical Models," Economic Journal, Royal Economic Society, vol. 106(437), pages 1056-1069, July.
    17. Durlauf, Steven N & Johnson, Paul A, 1995. "Multiple Regimes and Cross-Country Growth Behaviour," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 10(4), pages 365-384, Oct.-Dec..
    18. Galvao Jr., Antonio F., 2011. "Quantile regression for dynamic panel data with fixed effects," Journal of Econometrics, Elsevier, vol. 164(1), pages 142-157, September.
    19. Chandan Kumar Jha, 2020. "Financial Reforms and Corruption: Which Dimensions Matter?," International Review of Finance, International Review of Finance Ltd., vol. 20(2), pages 515-527, June.
    20. Machado, José A.F. & Santos Silva, J.M.C., 2019. "Quantiles via moments," Journal of Econometrics, Elsevier, vol. 213(1), pages 145-173.
    21. Harding, Matthew & Lamarche, Carlos, 2009. "A quantile regression approach for estimating panel data models using instrumental variables," Economics Letters, Elsevier, vol. 104(3), pages 133-135, September.
    22. 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.
    23. Jha, Chandan Kumar & Bhuyan, Rafiqul, 2020. "Do financial reforms promote entrepreneurship?," Finance Research Letters, Elsevier, vol. 34(C).
    24. Geert Dhaene & Koen Jochmans, 2015. "Split-panel Jackknife Estimation of Fixed-effect Models," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 82(3), pages 991-1030.
    25. Levine, Ross, 2005. "Finance and Growth: Theory and Evidence," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 12, pages 865-934, Elsevier.
    26. Chatterji, Monojit, 1992. "Convergence Clubs and Endogenous Growth," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 8(4), pages 57-69, Winter.
    27. repec:imf:imfsdn:15/8 is not listed on IDEAS
    28. Asli Demeirgüç-Kunt & Ross Levine (ed.), 0. "Finance and Growth," Books, Edward Elgar Publishing, number 17119.
    29. Ross Levine & Norman Loayza & Thorsten Beck, 2002. "Financial Intermediation and Growth: Causality and Causes," Central Banking, Analysis, and Economic Policies Book Series, in: Leonardo Hernández & Klaus Schmidt-Hebbel & Norman Loayza (Series Editor) & Klaus Schmidt-Hebbel (Se (ed.),Banking, Financial Integration, and International Crises, edition 1, volume 3, chapter 2, pages 031-084, Central Bank of Chile.
    30. Ivan A. Canay, 2011. "A simple approach to quantile regression for panel data," Econometrics Journal, Royal Economic Society, vol. 14(3), pages 368-386, October.
    31. Jean Arcand & Enrico Berkes & Ugo Panizza, 2015. "Too much finance?," Journal of Economic Growth, Springer, vol. 20(2), pages 105-148, June.
    32. Galina Besstremyannaya & Sergei Golovan, 2019. "Reconsideration of a simple approach to quantile regression for panel data," The Econometrics Journal, Royal Economic Society, vol. 22(3), pages 292-308.
    33. Agnello, Luca & Mallick, Sushanta K. & Sousa, Ricardo M., 2012. "Financial reforms and income inequality," Economics Letters, Elsevier, vol. 116(3), pages 583-587.
    34. Koenker, Roger, 2004. "Quantile regression for longitudinal data," Journal of Multivariate Analysis, Elsevier, vol. 91(1), pages 74-89, October.
    35. Cho, Yoon Je, 1986. "Inefficiencies from Financial Liberalization in the Absence of Well-Functioning Equity Markets," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 18(2), pages 191-199, May.
    36. Mitchell A. Petersen & Raghuram G. Rajan, 1995. "The Effect of Credit Market Competition on Lending Relationships," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(2), pages 407-443.
    37. Paul Auerbach & Jalal Uddin Siddiki, 2004. "Financial Liberalisation and Economic Development: An Assessment," Journal of Economic Surveys, Wiley Blackwell, vol. 18(3), pages 231-265, July.
    38. 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.
    39. Dennis P. Quinn & A. Maria Toyoda, 2008. "Does Capital Account Liberalization Lead to Growth?," The Review of Financial Studies, Society for Financial Studies, vol. 21(3), pages 1403-1449, May.
    40. M Ayhan Kose & Eswar Prasad & Kenneth Rogoff & Shang-Jin Wei, 2009. "Financial Globalization: A Reappraisal," IMF Staff Papers, Palgrave Macmillan, vol. 56(1), pages 8-62, April.
    41. Fry, Maxwell J, 1989. "Financial Development: Theories and Recent Experience," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 5(4), pages 13-28, Winter.
    42. Deidda, Luca & Fattouh, Bassam, 2002. "Non-linearity between finance and growth," Economics Letters, Elsevier, vol. 74(3), pages 339-345, February.
    43. Maxime Fajeau, 2021. "Too much finance or too many weak instruments?," International Economics, CEPII research center, issue 165, pages 14-36.
    44. Geert Dhaene & Koen Jochmans, 2015. "Split-panel Jackknife Estimation of Fixed-effect Models," Review of Economic Studies, Oxford University Press, vol. 82(3), pages 991-1030.
    45. 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.
    46. M Chatterji, "undated". "Convergence Clubs And Endogenous Growth," Dundee Discussion Papers in Economics 039, Economic Studies, University of Dundee.
    47. 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.
    48. Demetriades, Panicos O. & Rousseau, Peter L., 2016. "The changing face of financial development," Economics Letters, Elsevier, vol. 141(C), pages 87-90.
    49. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    50. Thomas Barnebeck Andersen & Finn Tarp, 2003. "Financial liberalization, financial development and economic growth in LDCs," Journal of International Development, John Wiley & Sons, Ltd., vol. 15(2), pages 189-209.
    51. King, Robert G. & Levine, Ross, 1993. "Finance, entrepreneurship and growth: Theory and evidence," Journal of Monetary Economics, Elsevier, vol. 32(3), pages 513-542, December.
    52. Joseph Joyce, 2011. "Financial Globalization and Banking Crises in Emerging Markets," Open Economies Review, Springer, vol. 22(5), pages 875-895, November.
    53. Levine, Ross, 1991. "Stock Markets, Growth, and Tax Policy," Journal of Finance, American Finance Association, vol. 46(4), pages 1445-1465, September.
    54. Victor Chernozhukov & Christian Hansen, 2005. "An IV Model of Quantile Treatment Effects," Econometrica, Econometric Society, vol. 73(1), pages 245-261, January.
    55. Ms. Ratna Sahay & Mr. Martin Cihak & Mr. Papa M N'Diaye & Mr. Adolfo Barajas & Ms. Diana B Ayala Pena & Ran Bi & Miss Yuan Gao & Ms. Annette J Kyobe & Lam Nguyen & Christian Saborowski & Katsiaryna Sv, 2015. "Rethinking Financial Deepening: Stability and Growth in Emerging Markets," IMF Staff Discussion Notes 2015/008, International Monetary Fund.
    56. Inmaculada Martínez-Zarzoso & Felicitas Nowak-Lehmann D. & Kai Rehwald, 2017. "Is aid for trade effective? A panel quantile regression approach," Review of Development Economics, Wiley Blackwell, vol. 21(4), pages 175-203, November.
    57. Oliver Denk & Gabriel Gomes, 2017. "Financial re-regulation since the global crisis?: An index-based assessment," OECD Economics Department Working Papers 1396, OECD Publishing.
    58. Romain Rancière & Aaron Tornell & Frank Westermann, 2006. "Decomposing the Effects of Finncial Liberalization: Growth vs. Crises," Post-Print halshs-00754116, HAL.
    59. Fry, Maxwell J, 1997. "In Favour of Financial Liberalisation," Economic Journal, Royal Economic Society, vol. 107(442), pages 754-770, May.
    60. Neanidis, Kyriakos C., 2019. "Volatile capital flows and economic growth: The role of banking supervision," Journal of Financial Stability, Elsevier, vol. 40(C), pages 77-93.
    61. Baumol, William J, 1986. "Productivity Growth, Convergence, and Welfare: What the Long-run Data Show," American Economic Review, American Economic Association, vol. 76(5), pages 1072-1085, December.
    62. Andini, Monica & Andini, Corrado, 2014. "Finance, growth and quantile parameter heterogeneity," Journal of Macroeconomics, Elsevier, vol. 40(C), pages 308-322.
    63. repec:bla:jecsur:v:18:y:2004:i::p:231-265 is not listed on IDEAS
    64. Ratna Sahay & Martin Cihak & Papa M N'Diaye & Adolfo Barajas & Diana B Ayala Pena & Ran Bi & Yuan Gao & Annette J Kyobe & Lam Nguyen & Christian Saborowski & Katsiaryna Svirydzenka & Seyed Reza Yousef, 2015. "Rethinking Financial Deepening; Stability and Growth in Emerging Markets," IMF Staff Discussion Notes 15/08, International Monetary Fund.
    65. Asli Demirgüç-Kunt & Enrica Detragiache, 1998. "The Determinants of Banking Crises in Developing and Developed Countries," IMF Staff Papers, Palgrave Macmillan, vol. 45(1), pages 81-109, March.
    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. Madaleno, Mara & Dogan, Eyup & Taskin, Dilvin, 2022. "A step forward on sustainability: The nexus of environmental responsibility, green technology, clean energy and green finance," Energy Economics, Elsevier, vol. 109(C).
    2. Bao, Yanxi & Liao, Tingxuan, 2024. "Multidimensional poverty and growth: Evidence from India 1998–2021," Economic Modelling, Elsevier, vol. 130(C).
    3. Changjun Zheng & Sinamenye Jean-Petit, 2023. "The Effects of the Interactions Between Agro-Production, Economic, and Financial Development on Bank Sustainability," SAGE Open, , vol. 13(2), pages 21582440231, June.
    4. Vinay Kumar Singh & Salah Abosedra & Ali Fakih & Sajal Ghosh & Kakali Kanjilal, 2023. "Economic volatility and financial deepening in Sub-Saharan Africa: evidence from panel cointegration with cross-sectional heterogeneity and endogenous structural breaks," Empirical Economics, Springer, vol. 65(5), pages 2013-2038, November.
    5. Hunjra, Ahmed Imran & Azam, Muhammad & Bruna, Maria Giuseppina & Taskin, Dilvin, 2022. "Role of financial development for sustainable economic development in low middle income countries," Finance Research Letters, Elsevier, vol. 47(PB).
    6. Boikos, Spyridon & Bournakis, Ioannis & Christopoulos, Dimitris & McAdam, Peter, 2023. "Financial reforms and innovation: A micro–macro perspective," Journal of International Money and Finance, Elsevier, vol. 132(C).
    7. Ali, Adnan & Ramakrishnan, Suresh & Faisal, Faisal & Ghazi H Sulimany, Hamid & Bazhair, Ayman Hassan, 2022. "Stock market resource curse: The moderating role of institutional quality," Resources Policy, Elsevier, vol. 78(C).
    8. Kazi Musa & Norli Ali & Jamaliah Said & Farha Ghapar & Oleg Mariev & Norhayati Mohamed & Hirnissa Mohd Tahir, 2023. "Does the Effectiveness of Budget Deficit Vary between Welfare and Non-Welfare Countries?," Sustainability, MDPI, vol. 15(5), pages 1-22, February.
    9. Cavallaro, Eleonora & Villani, Ilaria, 2022. "Beyond financial deepening: Rethinking the finance-growth relationship in an uneven world," Economic Modelling, Elsevier, vol. 116(C).
    10. Neagu Olimpia & Porumbăcean Teodora & Anghelina Andrei Marius, 2023. "Does Financial Development, Globalisation and Institutional Quality Drive the Income Convergence in the Central and Eastern European Union Countries?," Studia Universitatis „Vasile Goldis” Arad – Economics Series, Sciendo, vol. 33(1), pages 88-108, March.
    11. Hunjra, Ahmed Imran & Azam, Muhammad & Bruna, Maria Giuseppina & Bouri, Elie, 2023. "A cross-regional investigation of institutional quality and sustainable development," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 84(C).
    12. Muhammad Suhail Saleem & Asad Abbas & Dr Muhammad Ramzan Sheikh & Sana Sultan, 2024. "Financial Development in the SAARC Region: Identifying Influential Factors," Bulletin of Business and Economics (BBE), Research Foundation for Humanity (RFH), vol. 13(2), pages 513-525.
    13. Xie, Dongshui & Bai, Caiquan & Zhang, Yuwei, 2023. "Relation-based governance, financial crisis shock, and economic growth in China," Economic Modelling, Elsevier, vol. 129(C).
    14. Dawit Z. Assefa & Alfonsina Iona & Leone Leonida, 2024. "Financial Development, Institutions, Democracy, Political Competition: A test of two tales," Working Papers 981, Queen Mary University of London, School of Economics and Finance.
    15. Theodore Panagiotidis & Maurizio Mussoni & Georgios Voucharas, 2023. "How Important is Tourism for Growth?," Working Paper series 23-13, Rimini Centre for Economic Analysis.
    16. Tianjian Yang & Minghui Han & Yilin Zhong & Junhao Zhong & Qinghua Zhang, 2023. "Relationship between financial development and intelligent transformation of manufacturing: evidence from 69 countries," Economic Change and Restructuring, Springer, vol. 56(5), pages 3437-3474, October.

    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. 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.
    2. Mekki Hamdaoui & Samir Maktouf, 2019. "Overall effects of financial liberalization: financial crisis versus economic growth," International Review of Applied Economics, Taylor & Francis Journals, vol. 33(4), pages 568-595, July.
    3. Arribas, Iván & Peiró-Palomino, Jesús & Tortosa-Ausina, Emili, 2020. "Is full banking integration desirable?," Journal of Banking & Finance, Elsevier, vol. 112(C).
    4. Samargandi, Nahla & Fidrmuc, Jan & Ghosh, Sugata, 2015. "Is the Relationship Between Financial Development and Economic Growth Monotonic? Evidence from a Sample of Middle-Income Countries," World Development, Elsevier, vol. 68(C), pages 66-81.
    5. Wenwen Sheng & M. C. Sunny Wong, 2017. "Capital Flow Management Policies and Riskiness of External Liability Structures: the Role of Local Financial Markets," Open Economies Review, Springer, vol. 28(3), pages 461-498, July.
    6. Michiel Bijlsma & Andrei Dubovik, 2014. "Banks, Financial Markets and Growth in Developed Countries: a Survey of the empirical literature," CPB Discussion Paper 266, CPB Netherlands Bureau for Economic Policy Analysis.
    7. Gehringer, Agnieszka, 2013. "Financial liberalization, financial development and productivity growth: An overview," Economics Discussion Papers 2013-46, Kiel Institute for the World Economy (IfW Kiel).
    8. Jean Arcand & Enrico Berkes & Ugo Panizza, 2015. "Too much finance?," Journal of Economic Growth, Springer, vol. 20(2), pages 105-148, June.
    9. Silva, Sergio H.R. da & Tabak, Benjamin M. & Cajueiro, Daniel O. & Fazio, Dimas M., 2017. "Economic growth, volatility and their interaction: What’s the role of finance?," Economic Systems, Elsevier, vol. 41(3), pages 433-444.
    10. Bekaert, Geert & Harvey, Campbell R. & Lundblad, Christian, 2011. "Financial Openness and Productivity," World Development, Elsevier, vol. 39(1), pages 1-19, January.
    11. Ugo Panizza, 2018. "Nonlinearities in the Relationship Between Finance and Growth," Comparative Economic Studies, Palgrave Macmillan;Association for Comparative Economic Studies, vol. 60(1), pages 44-53, March.
    12. Fajeau, Maxime, 2021. "Too much finance or too many weak instruments?," International Economics, Elsevier, vol. 165(C), pages 14-36.
    13. Loayza,Norman V. & Ouazad,Amine & Ranciere,Romain, 2017. "Financial development, growth, and crisis: is there a trade-off ?," Policy Research Working Paper Series 8237, The World Bank.
    14. Michiel Bijlsma & Andrei Dubovik, 2014. "Banks, Financial Markets and Growth in Developed Countries: a Survey of the empirical literature," CPB Discussion Paper 266.rdf, CPB Netherlands Bureau for Economic Policy Analysis.
    15. Gründler, Klaus, 2015. "The vanishing effect of finance on growth," Discussion Paper Series 133, Julius Maximilian University of Würzburg, Chair of Economic Order and Social Policy.
    16. Tongurai, Jittima & Vithessonthi, Chaiporn, 2018. "The impact of the banking sector on economic structure and growth," International Review of Financial Analysis, Elsevier, vol. 56(C), pages 193-207.
    17. Bonfiglioli, Alessandra, 2008. "Financial integration, productivity and capital accumulation," Journal of International Economics, Elsevier, vol. 76(2), pages 337-355, December.
    18. Jean-Pierre Allegret & Sana Azzabi, 2014. "Intégration financière internationale et croissance économique dans les pays émergents et en développement : le canal du développement financier," Revue d’économie du développement, De Boeck Université, vol. 22(3), pages 27-68.
    19. Chu, Lan Khanh & Chu, Hung Viet, 2020. "Is too much liquidity harmful to economic growth?," The Quarterly Review of Economics and Finance, Elsevier, vol. 76(C), pages 230-242.
    20. Anne C. Maduka & Kevin O. Onwuka, 2013. "Financial Market Structure and Economic Growth: Evidence from Nigeria Data," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 3(1), pages 75-98, January.

    More about this item

    Keywords

    Financial Development; Financial Reforms; Economic Growth; Quantile Regression; Panel Data;
    All these keywords.

    JEL classification:

    • O16 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Financial Markets; Saving and Capital Investment; Corporate Finance and Governance
    • O40 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - General
    • G10 - Financial Economics - - General Financial Markets - - - General (includes Measurement and Data)
    • G20 - Financial Economics - - Financial Institutions and Services - - - General
    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models

    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:2022_07. 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.