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Inequality and credit growth in Russian regions

Author

Listed:
  • Makram El-Shagi

    (Center for Financial Development and Stability at Henan University, and School of Economics at Henan University, Kaifeng, Henan)

  • Jarko Fidrmuc

    (Zeppelin University, Friedrichshafen, Germany)

  • Steven Yamarik

    (California State University Long Beach, CA)

Abstract

We test the Rajan hypothesis using data for 75 highly heterogeneous Russian regions between the Russian crisis and the introduction of international sanctions (2000-2012). Applying static as well as dynamic panel data models, we show that a rise in income inequality measured by regional Gini indices is significantly correlated with the growth of personal loans. Thus, the rising inequality in Russia is likely to have implications on financial staiblity and occurrence of banking crises. Moreover, the correlation of inequality and corporate loans indicates that inequality affects loans growth across more channels than those implied by the Rajan hypothesis.

Suggested Citation

  • Makram El-Shagi & Jarko Fidrmuc & Steven Yamarik, 2019. "Inequality and credit growth in Russian regions," CFDS Discussion Paper Series 2019/6, Center for Financial Development and Stability at Henan University, Kaifeng, Henan, China.
    • Handle: RePEc:fds:dpaper:201906
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    References listed on IDEAS

    as
    1. Lim, Taejun, 2018. "Growth, financial development, and housing booms," Economic Modelling, Elsevier, vol. 69(C), pages 91-102.
    2. Hainz, Christa & Hakenes, Hendrik, 2012. "The politician and his banker — How to efficiently grant state aid," Journal of Public Economics, Elsevier, vol. 96(1), pages 218-225.
    3. Luca Agnello & Ricardo M. Sousa, 2012. "How do banking crises impact on income inequality?," Applied Economics Letters, Taylor & Francis Journals, vol. 19(15), pages 1425-1429, October.
    4. Arellano, Manuel, 1993. "On the testing of correlated effects with panel data," Journal of Econometrics, Elsevier, vol. 59(1-2), pages 87-97, September.
    5. Tuomas Malinen, 2016. "Does income inequality contribute to credit cycles?," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 14(3), pages 309-325, September.
    6. repec:zbw:bofitp:2015_007 is not listed on IDEAS
    7. 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.
    8. 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.
    9. Bordo, Michael D. & Meissner, Christopher M., 2012. "Does inequality lead to a financial crisis?," Journal of International Money and Finance, Elsevier, vol. 31(8), pages 2147-2161.
    10. Fidrmuc, Jarko & Gundacker, Lidwina, 2017. "Income inequality and oligarchs in Russian regions: A note," European Journal of Political Economy, Elsevier, vol. 50(C), pages 196-207.
    11. Jarko Fidrmuc & Zuzana Fungáčová & Laurent Weill, 2015. "Does Bank Liquidity Creation Contribute to Economic Growth? Evidence from Russia," Open Economies Review, Springer, vol. 26(3), pages 479-496, July.
    12. Michael Kumhof & Romain Rancière & Pablo Winant, 2015. "Inequality, Leverage, and Crises," American Economic Review, American Economic Association, vol. 105(3), pages 1217-1245, March.
    13. Im, Kyung So & Pesaran, M. Hashem & Shin, Yongcheol, 2003. "Testing for unit roots in heterogeneous panels," Journal of Econometrics, Elsevier, vol. 115(1), pages 53-74, July.
    14. Fischer, Ronald & Huerta, Diego & Valenzuela, Patricio, 2019. "The inequality-credit nexus," Journal of International Money and Finance, Elsevier, vol. 91(C), pages 105-125.
    15. repec:zbw:bofitp:urn:nbn:fi:bof-201503111110 is not listed on IDEAS
    16. Bazillier, Rémi & Héricourt, Jérôme & Ligonnière, Samuel, 2021. "Structure of income inequality and household leverage: Cross-country causal evidence," European Economic Review, Elsevier, vol. 132(C).
    17. Maddala, G S & Wu, Shaowen, 1999. "A Comparative Study of Unit Root Tests with Panel Data and a New Simple Test," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(0), pages 631-652, Special I.
    18. Enrique Moral-Benito, 2013. "Likelihood-Based Estimation of Dynamic Panels With Predetermined Regressors," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 31(4), pages 451-472, October.
    19. Dong, Yan & Li, Chunding, 2018. "Economic sanction games among the US, the EU and Russia: Payoffs and potential effects," Economic Modelling, Elsevier, vol. 73(C), pages 117-128.
    20. Yamarik, Steven & El-Shagi, Makram & Yamashiro, Guy, 2016. "Does inequality lead to credit growth? Testing the Rajan hypothesis using state-level data," Economics Letters, Elsevier, vol. 148(C), pages 63-67.
    21. Xinhua Gu & Bihong Huang, 2014. "Does Inequality Lead to a Financial Crisis? Revisited," Review of Development Economics, Wiley Blackwell, vol. 18(3), pages 502-516, August.
    22. Matteo Iacoviello, 2005. "House Prices, Borrowing Constraints, and Monetary Policy in the Business Cycle," American Economic Review, American Economic Association, vol. 95(3), pages 739-764, June.
    23. Dirk Krueger & Fabrizio Perri, 2006. "Does Income Inequality Lead to Consumption Inequality? Evidence and Theory -super-1," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 73(1), pages 163-193.
    24. Rémi Bazillier & Jérôme Hericourt, 2017. "The Circular Relationship Between Inequality, Leverage, And Financial Crises," Journal of Economic Surveys, Wiley Blackwell, vol. 31(2), pages 463-496, April.
    25. Markus Eller & Jarko Fidrmuc & Zuzana Fungáčová, 2016. "Fiscal Policy and Regional Output Volatility: Evidence from Russia," Regional Studies, Taylor & Francis Journals, vol. 50(11), pages 1849-1862, November.
    26. Rémi Bazillier & Jérôme Héricourt & Samuel Ligonnière, 2017. "Structure of Income Inequality and Household Leverage: Theory and Cross-Country Evidence," Working Papers 2017-01, CEPII research center.
    27. Michael Kumhof & Romain Rancière & Pablo Winant, 2015. "Inequality, Leverage, and Crises," Post-Print halshs-01511070, HAL.
    28. Moritz Schularick & Alan M. Taylor, 2012. "Credit Booms Gone Bust: Monetary Policy, Leverage Cycles, and Financial Crises, 1870-2008," American Economic Review, American Economic Association, vol. 102(2), pages 1029-1061, April.
    29. Okui, Ryo, 2009. "The optimal choice of moments in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 151(1), pages 1-16, July.
    30. Solt, Frederick, 2019. "Measuring Income Inequality Across Countries and Over Time: The Standardized World Income Inequality Database," SocArXiv mwnje, Center for Open Science.
    31. Judson, Ruth A. & Owen, Ann L., 1999. "Estimating dynamic panel data models: a guide for macroeconomists," Economics Letters, Elsevier, vol. 65(1), pages 9-15, October.
    32. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    33. Sergei Guriev & Andrei Rachinsky, 2005. "The Role of Oligarchs in Russian Capitalism," Journal of Economic Perspectives, American Economic Association, vol. 19(1), pages 131-150, Winter.
    34. El-Shagi, M. & Knedlik, T. & von Schweinitz, G., 2013. "Predicting financial crises: The (statistical) significance of the signals approach," Journal of International Money and Finance, Elsevier, vol. 35(C), pages 76-103.
    35. Bělín, Matěj & Hanousek, Jan, 2021. "Which sanctions matter? analysis of the EU/russian sanctions of 2014," Journal of Comparative Economics, Elsevier, vol. 49(1), pages 244-257.
    36. Agnello, Luca & Mallick, Sushanta K. & Sousa, Ricardo M., 2012. "Financial reforms and income inequality," Economics Letters, Elsevier, vol. 116(3), pages 583-587.
    37. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    38. James B. Ang, 2010. "Finance and Inequality: The Case of India," Southern Economic Journal, John Wiley & Sons, vol. 76(3), pages 738-761, January.
    39. M. M. Minchenko & N. N. Nozdrina, 2017. "The dynamics of housing affordability for the population of Russia in 2008–2014," Studies on Russian Economic Development, Springer, vol. 28(2), pages 191-203, March.
    40. Daniel Treisman, 2016. "Russia's Billionaires," American Economic Review, American Economic Association, vol. 106(5), pages 236-241, May.
    41. Mathias Klein, 2015. "Inequality and household debt: a panel cointegration analysis," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 42(2), pages 391-412, May.
    42. Padma Desai, 2005. "Russian Retrospectives on Reforms from Yeltsin to Putin," Journal of Economic Perspectives, American Economic Association, vol. 19(1), pages 87-106, Winter.
    43. Milica Latinovic & Nela Milosevic, 2019. "Income inequality and credit expansion in post-communist countries," Post-Communist Economies, Taylor & Francis Journals, vol. 31(1), pages 106-122, January.
    44. Raghuram G. Rajan, 2010. "Fault Lines: How Hidden Fractures Still Threaten the World Economy," Economics Books, Princeton University Press, edition 1, number 9111.
    45. repec:hal:spmain:info:hdl:2441/1cu21pio6c90g9i5oedr5hnaa3 is not listed on IDEAS
    46. G. S. Maddala & Shaowen Wu, 1999. "A Comparative Study of Unit Root Tests with Panel Data and a New Simple Test," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(S1), pages 631-652, November.
    47. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
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    More about this item

    Keywords

    Income inequality; bank loans; Rajan hypothesis; Russia;
    All these keywords.

    JEL classification:

    • E51 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Money Supply; Credit; Money Multipliers
    • G01 - Financial Economics - - General - - - Financial Crises
    • R11 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Regional Economic Activity: Growth, Development, Environmental Issues, and Changes

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