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Does Trading Volume Drive Systemic Banks’ Stock Return Volatility? Lessons from the Greek Banking System

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  • Athanasios Tsagkanos

    (Department of Business Administration, University of Patras, University Campus—Rio, P.O. Box 1391, 26504 Patras, Greece)

  • Konstantinos Gkillas

    (Department of Management Science & Technology, University of Patras, Megalou Aleksandrou 1, Koukouli, 26334 Patras, Greece)

  • Christoforos Konstantatos

    (Department of Business Administration, University of Patras, University Campus—Rio, P.O. Box 1391, 26504 Patras, Greece)

  • Christos Floros

    (Department of Accounting and Finance, Hellenic Mediterranean University, P.O. Box 1939, 72100 Crete, Greece)

Abstract

The present research investigates the impact of trading volume on stock return volatility using data from the Greek banking system. For our analysis, the empirical study uses daily measures of volatility constructed from intraday data for the period 5 January 2001–30 December 2020. This period includes several market phases, such as the latest financial crisis, the European sovereign debt crisis and enforcement of restrictions on transactions owing to capital controls on the Athens Stock Exchange in June 2015. Based on the estimated quantile regressions, we find evidence of a direct impact of the trading volume on stock return volatility mainly in all quantiles. The findings extrapolated are of relevance and interest to financial (banking) analysts, policy makers and practitioners concerned with intraday data and volatility modeling.

Suggested Citation

  • Athanasios Tsagkanos & Konstantinos Gkillas & Christoforos Konstantatos & Christos Floros, 2021. "Does Trading Volume Drive Systemic Banks’ Stock Return Volatility? Lessons from the Greek Banking System," IJFS, MDPI, vol. 9(2), pages 1-13, April.
  • Handle: RePEc:gam:jijfss:v:9:y:2021:i:2:p:24-:d:544999
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    1. Mitchener, Kris James & Wandschneider, Kirsten, 2015. "Capital controls and recovery from the financial crisis of the 1930s," Journal of International Economics, Elsevier, vol. 95(2), pages 188-201.
    2. Manabu Asai & Michael McAleer & Jun Yu, 2006. "Multivariate Stochastic Volatility: A Review," Econometric Reviews, Taylor & Francis Journals, vol. 25(2-3), pages 145-175.
    3. Nicolas E. Magud & Carmen M. Reinhart & Kenneth S. Rogoff, 2018. "Capital Controls: Myth and Reality--A Portfolio Balance Approach," Annals of Economics and Finance, Society for AEF, vol. 19(1), pages 1-47, May.
    4. Broto, Carmen & Díaz-Cassou, Javier & Erce, Aitor, 2011. "Measuring and explaining the volatility of capital flows to emerging countries," Journal of Banking & Finance, Elsevier, vol. 35(8), pages 1941-1953, August.
    5. John C. Cox & Jonathan E. Ingersoll Jr. & Stephen A. Ross, 2005. "A Theory Of The Term Structure Of Interest Rates," World Scientific Book Chapters, in: Sudipto Bhattacharya & George M Constantinides (ed.), Theory Of Valuation, chapter 5, pages 129-164, World Scientific Publishing Co. Pte. Ltd..
    6. Massimiliano Caporin & Michael McAleer, 2012. "Do We Really Need Both Bekk And Dcc? A Tale Of Two Multivariate Garch Models," Journal of Economic Surveys, Wiley Blackwell, vol. 26(4), pages 736-751, September.
    7. Eichengreen, Barry & Rose, Andrew, 2014. "Capital Controls in the 21st Century," Journal of International Money and Finance, Elsevier, vol. 48(PA), pages 1-16.
    8. Manabu Asai & Michael McAleer, 2011. "Alternative Asymmetric Stochastic Volatility Models," Econometric Reviews, Taylor & Francis Journals, vol. 30(5), pages 548-564, October.
    9. Christos Floros, 2020. "Banking Development and Economy in Greece: Evidence from Regional Data," JRFM, MDPI, vol. 13(10), pages 1-13, October.
    10. Parkinson, Michael, 1980. "The Extreme Value Method for Estimating the Variance of the Rate of Return," The Journal of Business, University of Chicago Press, vol. 53(1), pages 61-65, January.
    11. Alberto Alesina & Vittorio Grilli & Gian Maria Milesi-Ferretti, 1993. "The Political Economy of Capital Controls," NBER Working Papers 4353, National Bureau of Economic Research, Inc.
    12. Babalos, Vassilios & Kostakis, Alexandros & Philippas, Nikolaos, 2009. "Managing mutual funds or managing expense ratios? Evidence from the Greek fund industry," Journal of Multinational Financial Management, Elsevier, vol. 19(4), pages 256-272, October.
    13. Christos Floros & Konstantinos Gkillas & Christoforos Konstantatos & Athanasios Tsagkanos, 2020. "Realized Measures to Explain Volatility Changes over Time," JRFM, MDPI, vol. 13(6), pages 1-19, June.
    14. Sebastian Edwards, 1999. "How Effective Are Capital Controls?," Journal of Economic Perspectives, American Economic Association, vol. 13(4), pages 65-84, Fall.
    15. Yannis Stournaras, 2019. "Lessons from the Greek Crisis: Past, Present, Future," Atlantic Economic Journal, Springer;International Atlantic Economic Society, vol. 47(2), pages 127-135, June.
    16. Manabu Asai & Michael McAleer & Jun Yu, 2006. "Multivariate Stochastic Volatility," Microeconomics Working Papers 22058, East Asian Bureau of Economic Research.
    17. Hussam Musa & Viacheslav Natorin & Zdenka Musova & Pavol Durana, 2020. "Comparison of the efficiency measurement of the conventional and Islamic banks," Oeconomia Copernicana, Institute of Economic Research, vol. 11(1), pages 29-58, March.
    18. Andrés Fernández & Alessandro Rebucci & Martín Uribe, 2013. "Are Capital Controls Prudential? An Empirical Investigation," NBER Working Papers 19671, National Bureau of Economic Research, Inc.
    19. Darrat, Ali F. & Rahman, Shafiqur & Zhong, Maosen, 2003. "Intraday trading volume and return volatility of the DJIA stocks: A note," Journal of Banking & Finance, Elsevier, vol. 27(10), pages 2035-2043, October.
    20. Clark, Peter K, 1973. "A Subordinated Stochastic Process Model with Finite Variance for Speculative Prices," Econometrica, Econometric Society, vol. 41(1), pages 135-155, January.
    21. Christos Floros & Enrique Salvador, 2016. "Volatility, trading volume and open interest in futures markets," International Journal of Managerial Finance, Emerald Group Publishing Limited, vol. 12(5), pages 629-653, October.
    22. Andersen, Torben G. & Lund, Jesper, 1997. "Estimating continuous-time stochastic volatility models of the short-term interest rate," Journal of Econometrics, Elsevier, vol. 77(2), pages 343-377, April.
    23. Johnson, Simon & Mitton, Todd, 2003. "Cronyism and capital controls: evidence from Malaysia," Journal of Financial Economics, Elsevier, vol. 67(2), pages 351-382, February.
    24. Chuang, Wen-I & Liu, Hsiang-Hsi & Susmel, Rauli, 2012. "The bivariate GARCH approach to investigating the relation between stock returns, trading volume, and return volatility," Global Finance Journal, Elsevier, vol. 23(1), pages 1-15.
    25. Copeland, Thomas E, 1976. "A Model of Asset Trading under the Assumption of Sequential Information Arrival," Journal of Finance, American Finance Association, vol. 31(4), pages 1149-1168, September.
    26. Koulakiotis, Athanasios & Babalos, Vasillios & Papasyriopoulos, Nicholas, 2015. "Liquidity matters after all: Asymmetric news and stock market volatility before and after the global financial crisis," Economics Letters, Elsevier, vol. 127(C), pages 58-60.
    27. Garman, Mark B & Klass, Michael J, 1980. "On the Estimation of Security Price Volatilities from Historical Data," The Journal of Business, University of Chicago Press, vol. 53(1), pages 67-78, January.
    28. Gkillas, Konstantinos & Longin, François, 2018. "Financial market activity under capital controls: Lessons from extreme events," Economics Letters, Elsevier, vol. 171(C), pages 10-13.
    29. Karpoff, Jonathan M., 1987. "The Relation between Price Changes and Trading Volume: A Survey," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 22(1), pages 109-126, March.
    30. Heston, Steven L, 1993. "A Closed-Form Solution for Options with Stochastic Volatility with Applications to Bond and Currency Options," The Review of Financial Studies, Society for Financial Studies, vol. 6(2), pages 327-343.
    31. Gkillas (Gillas), Konstantinos & Tsagkanos, Athanasios & Siriopoulos, Costas, 2016. "The risk in capital controls," Finance Research Letters, Elsevier, vol. 19(C), pages 261-266.
    32. G. Booth & John Broussard, 1998. "Setting NYSE Circuit Breaker Triggers," Journal of Financial Services Research, Springer;Western Finance Association, vol. 13(3), pages 187-204, June.
    33. Moawia Alghalith, 2012. "New methods of estimating volatility and returns," Journal of Asset Management, Palgrave Macmillan, vol. 13(1), pages 1-4, February.
    34. Samitas, Aristeidis & Polyzos, Stathis, 2016. "Freeing Greece from capital controls: Were the restrictions enforced in time?," Research in International Business and Finance, Elsevier, vol. 37(C), pages 196-213.
    35. Esfandiar Maasoumi & Michael McAleer, 2008. "Realized Volatility and Long Memory: An Overview," Econometric Reviews, Taylor & Francis Journals, vol. 27(1-3), pages 1-9.
    36. Bryce, Cormac & Dadoukis, Aristeidis & Hall, Maximilian & Nguyen, Linh & Simper, Richard, 2015. "An analysis of loan loss provisioning behaviour in Vietnamese banking," Finance Research Letters, Elsevier, vol. 14(C), pages 69-75.
    37. Gkillas, Konstantinos & Konstantatos, Christoforos & Floros, Christos & Tsagkanos, Athanasios, 2021. "Realized volatility spillovers between US spot and futures during ECB news: Evidence from the European sovereign debt crisis," International Review of Financial Analysis, Elsevier, vol. 74(C).
    38. Nicolas Magud & Carmen Reinhart & Kenneth Rogoff, 2005. "Capital Controls: Myth and Reality A Portfolio Balance Approach to Capital Controls," University of Oregon Economics Department Working Papers 2006-10, University of Oregon Economics Department.
    39. Ser-Huang Poon & Clive W.J. Granger, 2003. "Forecasting Volatility in Financial Markets: A Review," Journal of Economic Literature, American Economic Association, vol. 41(2), pages 478-539, June.
    40. Black, Fischer & Scholes, Myron S, 1972. "The Valuation of Option Contracts and a Test of Market Efficiency," Journal of Finance, American Finance Association, vol. 27(2), pages 399-417, May.
    41. Michael Mitsopoulos & Theodore Pelagidis, 2011. "Understanding the Greek Crisis," World Economics, World Economics, 1 Ivory Square, Plantation Wharf, London, United Kingdom, SW11 3UE, vol. 12(1), pages 177-192, January.
    42. Officer, R R, 1973. "The Variability of the Market Factor of the New York Stock Exchange," The Journal of Business, University of Chicago Press, vol. 46(3), pages 434-453, July.
    43. Moawia Alghalith, 2012. "New methods of estimating volatility and returns: Revisited," Journal of Asset Management, Palgrave Macmillan, vol. 13(5), pages 307-309, October.
    44. Benoit Mandelbrot, 2015. "The Variation of Certain Speculative Prices," World Scientific Book Chapters, in: Anastasios G Malliaris & William T Ziemba (ed.), THE WORLD SCIENTIFIC HANDBOOK OF FUTURES MARKETS, chapter 3, pages 39-78, World Scientific Publishing Co. Pte. Ltd..
    45. Christos Floros & Ioannis Chatziantoniou (ed.), 2017. "The Greek Debt Crisis," Springer Books, Springer, number 978-3-319-59102-5, December.
    46. Hull, John C & White, Alan D, 1987. "The Pricing of Options on Assets with Stochastic Volatilities," Journal of Finance, American Finance Association, vol. 42(2), pages 281-300, June.
    47. Harris, Lawrence, 1987. "Transaction Data Tests of the Mixture of Distributions Hypothesis," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 22(2), pages 127-141, June.
    48. Roger Koenker & Ivan Mizera, 2004. "Penalized triograms: total variation regularization for bivariate smoothing," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 66(1), pages 145-163, February.
    49. Shephard, Neil (ed.), 2005. "Stochastic Volatility: Selected Readings," OUP Catalogue, Oxford University Press, number 9780199257201.
    50. F. Comte & V. Genon-Catalot & Y. Rozenholc, 2010. "Nonparametric estimation for a stochastic volatility model," Finance and Stochastics, Springer, vol. 14(1), pages 49-80, January.
    51. Andersen, Torben G, 1996. "Return Volatility and Trading Volume: An Information Flow Interpretation of Stochastic Volatility," Journal of Finance, American Finance Association, vol. 51(1), pages 169-204, March.
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