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Volatility spillover across spot and futures markets: Evidence from dual financial system

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  • Elsayed, Ahmed H.
  • Asutay, Mehmet
  • ElAlaoui, Abdelkader O.
  • Bin Jusoh, Hashim

Abstract

This paper investigates dynamic returns and volatility spillovers between spot and futures markets in a dual financial system. It further analyses the shock transmission of both volume trading and open interest in the futures market. Empirical results suggest that both spot and futures indices are net transmitters of return spillovers to the volume and open interest of the futures market, whereas the futures volume is the only net transmitter of volatility spillovers to all other variables. This is consistent with the Information Arrival Hypothesis theory. The empirical analysis also evidences the presence of a dynamic interdependence between both Islamic and conventional spot market volatilities and the futures market. In particular, the returns and volatility spillover are bidirectional and ricocheting-off transmission in nature. Specifically, such interdependence is stronger in the case of the Islamic spot index than the conventional spot index and during financial shocks.

Suggested Citation

  • Elsayed, Ahmed H. & Asutay, Mehmet & ElAlaoui, Abdelkader O. & Bin Jusoh, Hashim, 2024. "Volatility spillover across spot and futures markets: Evidence from dual financial system," Research in International Business and Finance, Elsevier, vol. 71(C).
    • Handle: RePEc:eee:riibaf:v:71:y:2024:i:c:s0275531924002666
    DOI: 10.1016/j.ribaf.2024.102473
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    1. Andersen T. G & Bollerslev T. & Diebold F. X & Labys P., 2001. "The Distribution of Realized Exchange Rate Volatility," Journal of the American Statistical Association, American Statistical Association, vol. 96, pages 42-55, March.
    2. Maghyereh, Aktham I. & Awartani, Basel, 2016. "Dynamic transmissions between Sukuk and bond markets," Research in International Business and Finance, Elsevier, vol. 38(C), pages 246-261.
    3. Francis X. Diebold & Kamil Yilmaz, 2009. "Measuring Financial Asset Return and Volatility Spillovers, with Application to Global Equity Markets," Economic Journal, Royal Economic Society, vol. 119(534), pages 158-171, January.
    4. Robin K. Chou & Huimin Chung, 2006. "Decimalization, trading costs, and information transmission between ETFs and index futures," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 26(2), pages 131-151, February.
    5. Le, Van & Zurbruegg, Ralf, 2010. "The role of trading volume in volatility forecasting," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 20(5), pages 533-555, December.
    6. 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.
    7. Diebold, Francis X. & Yılmaz, Kamil, 2014. "On the network topology of variance decompositions: Measuring the connectedness of financial firms," Journal of Econometrics, Elsevier, vol. 182(1), pages 119-134.
    8. Morse, D, 1981. "Price And Trading Volume Reaction Surrounding Earnings Announcements - A Closer Examination," Journal of Accounting Research, Wiley Blackwell, vol. 19(2), pages 374-383.
    9. Majdoub, Jihed & Ben Sassi, Salim, 2017. "Volatility spillover and hedging effectiveness among China and emerging Asian Islamic equity indexes," Emerging Markets Review, Elsevier, vol. 31(C), pages 16-31.
    10. Elsayed, Ahmed H. & Ahmed, Habib & Husam Helmi, Mohamad, 2023. "Determinants of financial stability and risk transmission in dual financial system: Evidence from the COVID pandemic," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 85(C).
    11. Miao, Hong & Ramchander, Sanjay & Wang, Tianyang & Yang, Dongxiao, 2017. "Role of index futures on China's stock markets: Evidence from price discovery and volatility spillover," Pacific-Basin Finance Journal, Elsevier, vol. 44(C), pages 13-26.
    12. Jennings, Robert H. & Barry, Christopher B., 1983. "Information Dissemination and Portfolio Choice," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 18(1), pages 1-19, March.
    13. Antonakakis, Nikolaos & Floros, Christos & Kizys, Renatas, 2016. "Dynamic spillover effects in futures markets: UK and US evidence," International Review of Financial Analysis, Elsevier, vol. 48(C), pages 406-418.
    14. Toshiaki Watanabe, 2001. "Price volatility, trading volume, and market depth: evidence from the Japanese stock index futures market," Applied Financial Economics, Taylor & Francis Journals, vol. 11(6), pages 651-658.
    15. Asim Ghosh, 1993. "Cointegration and error correction models: Intertemporal causality between index and futures prices," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 13(2), pages 193-198, April.
    16. Pratap Chandra Pati & Prabina Rajib, 2011. "Intraday return dynamics and volatility spillovers between NSE S&P CNX Nifty stock index and stock index futures," Applied Economics Letters, Taylor & Francis Journals, vol. 18(6), pages 567-574.
    17. Bessembinder, Hendrik & Seguin, Paul J., 1993. "Price Volatility, Trading Volume, and Market Depth: Evidence from Futures Markets," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 28(1), pages 21-39, March.
    18. Jinghong Shu & Jin E. Zhang, 2006. "Testing range estimators of historical volatility," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 26(3), pages 297-313, March.
    19. Bessembinder, Hendrik & Chan, Kalok & Seguin, Paul J., 1996. "An empirical examination of information, differences of opinion, and trading activity," Journal of Financial Economics, Elsevier, vol. 40(1), pages 105-134, January.
    20. Julio Lucia & Angel Pardo, 2010. "On measuring speculative and hedging activities in futures markets from volume and open interest data," Applied Economics, Taylor & Francis Journals, vol. 42(12), pages 1549-1557.
    21. Yarovaya, Larisa & Elsayed, Ahmed H. & Hammoudeh, Shawkat, 2021. "Determinants of Spillovers between Islamic and Conventional Financial Markets: Exploring the Safe Haven Assets during the COVID-19 Pandemic," Finance Research Letters, Elsevier, vol. 43(C).
    22. Mougoué, Mbodja & Aggarwal, Raj, 2011. "Trading volume and exchange rate volatility: Evidence for the sequential arrival of information hypothesis," Journal of Banking & Finance, Elsevier, vol. 35(10), pages 2690-2703, October.
    23. Christos Floros, 2007. "Price and Open Interest in Greek Stock Index Futures Market," Journal of Emerging Market Finance, Institute for Financial Management and Research, vol. 6(2), pages 191-202, May.
    24. Aloui, Chaker & Hammoudeh, Shawkat & Hamida, Hela Ben, 2015. "Co-movement between sharia stocks and sukuk in the GCC markets: A time-frequency analysis," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 34(C), pages 69-79.
    25. repec:eme:mfppss:v:34:y:2008:i:7:p:498-519 is not listed on IDEAS
    26. Billah, Mabruk & Elsayed, Ahmed H. & Hadhri, Sinda, 2023. "Asymmetric relationship between green bonds and Sukuk markets: The role of global risk factors," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 83(C).
    27. Shamsuddin, Abul, 2014. "Are Dow Jones Islamic equity indices exposed to interest rate risk?," Economic Modelling, Elsevier, vol. 39(C), pages 273-281.
    28. Aloui, Chaker & Hammoudeh, Shawkat & Hamida, Hela ben, 2015. "Global factors driving structural changes in the co-movement between sharia stocks and sukuk in the Gulf Cooperation Council countries," The North American Journal of Economics and Finance, Elsevier, vol. 31(C), pages 311-329.
    29. Ole E. Barndorff‐Nielsen & Neil Shephard, 2002. "Econometric analysis of realized volatility and its use in estimating stochastic volatility models," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 64(2), pages 253-280, May.
    30. R. Glen Donaldson & Mark J. Kamstra, 2005. "Volatility Forecasts, Trading Volume, And The Arch Versus Option‐Implied Volatility Trade‐Off," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 28(4), pages 519-538, December.
    31. Yiuman Tse, 1999. "Price discovery and volatility spillovers in the DJIA index and futures markets," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 19(8), pages 911-930, December.
    32. Jennings, Robert H & Starks, Laura T & Fellingham, John C, 1981. "An Equilibrium Model of Asset Trading with Sequential Information Arrival," Journal of Finance, American Finance Association, vol. 36(1), pages 143-161, March.
    33. Engle, Robert, 2002. "Dynamic Conditional Correlation: A Simple Class of Multivariate Generalized Autoregressive Conditional Heteroskedasticity Models," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(3), pages 339-350, July.
    34. Kang, Sang Hoon & Cheong, Chongcheul & Yoon, Seong-Min, 2013. "Intraday volatility spillovers between spot and futures indices: Evidence from the Korean stock market," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 392(8), pages 1795-1802.
    35. Michael A. Pizzi & Andrew J. Economopoulos & Heather M. O'Neill, 1998. "An examination of the relationship between stock index cash and futures markets: A cointegration approach," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 18(3), pages 297-305, May.
    36. Koop, Gary & Pesaran, M. Hashem & Potter, Simon M., 1996. "Impulse response analysis in nonlinear multivariate models," Journal of Econometrics, Elsevier, vol. 74(1), pages 119-147, September.
    37. Diebold, Francis X. & Yilmaz, Kamil, 2012. "Better to give than to receive: Predictive directional measurement of volatility spillovers," International Journal of Forecasting, Elsevier, vol. 28(1), pages 57-66.
    38. Lamoureux, Christopher G & Lastrapes, William D, 1990. "Heteroskedasticity in Stock Return Data: Volume versus GARCH Effects," Journal of Finance, American Finance Association, vol. 45(1), pages 221-229, March.
    39. Francis In & Sangbae Kim, 2006. "The Hedge Ratio and the Empirical Relationship between the Stock and Futures Markets: A New Approach Using Wavelet Analysis," The Journal of Business, University of Chicago Press, vol. 79(2), pages 799-820, March.
    40. 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.
    41. Tao, Juan & Green, Christopher J., 2012. "Asymmetries, causality and correlation between FTSE100 spot and futures: A DCC-TGARCH-M analysis," International Review of Financial Analysis, Elsevier, vol. 24(C), pages 26-37.
    42. Samir Aguenaou & Owain Ap Gwilym & Mark Rhodes, 2011. "Open interest, cross listing, and information shocks," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 31(8), pages 755-778, August.
    43. Majdoub, Jihed & Mansour, Walid, 2014. "Islamic equity market integration and volatility spillover between emerging and US stock markets," The North American Journal of Economics and Finance, Elsevier, vol. 29(C), pages 452-470.
    44. Mansor H. IBRAHIM, 2006. "International Linkage Of Asean Stock Prices: An Analysis Of Response Asymmetries," Applied Econometrics and International Development, Euro-American Association of Economic Development, vol. 6(3).
    45. Ahmed, Habib & Elsayed, Ahmed H., 2019. "Are Islamic and conventional capital markets decoupled? Evidence from stock and bonds/sukuk markets in Malaysia," The Quarterly Review of Economics and Finance, Elsevier, vol. 74(C), pages 56-66.
    46. Yang, Dennis & Zhang, Qiang, 2000. "Drift-Independent Volatility Estimation Based on High, Low, Open, and Close Prices," The Journal of Business, University of Chicago Press, vol. 73(3), pages 477-491, July.
    47. Pesaran, H. Hashem & Shin, Yongcheol, 1998. "Generalized impulse response analysis in linear multivariate models," Economics Letters, Elsevier, vol. 58(1), pages 17-29, January.
    48. Fung, Alexander Kwok-Wah & Lam, Kin & Lam, Ka-Ming, 2010. "Do the prices of stock index futures in Asia overreact to U.S. market returns?," Journal of Empirical Finance, Elsevier, vol. 17(3), pages 428-440, June.
    49. Aloui, Chaker & Hkiri, Besma & Lau, Marco Chi Keung & Yarovaya, Larisa, 2018. "Information transmission across stock indices and stock index futures: International evidence using wavelet framework," Research in International Business and Finance, Elsevier, vol. 44(C), pages 411-421.
    50. Chan, Kalok, 1992. "A Further Analysis of the Lead-Lag Relationship between the Cash Market and Stock Index Futures Market," The Review of Financial Studies, Society for Financial Studies, vol. 5(1), pages 123-152.
    51. Stoll, Hans R. & Whaley, Robert E., 1990. "The Dynamics of Stock Index and Stock Index Futures Returns," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 25(4), pages 441-468, December.
    52. Kang, Sang Hoon & Lee, Jang Woo, 2019. "The network connectedness of volatility spillovers across global futures markets," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 526(C).
    53. Shumi Akhtar & Maria Jahromi & Tom Smith, 2017. "Impact of the global financial crisis on Islamic and conventional stocks and bonds," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 57(3), pages 623-655, September.
    54. Gregory Koutmos & Michael Tucker, 1996. "Temporal relationships and dynamic interactions between spot and futures stock markets," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 16(1), pages 55-69, February.
    55. Nikolaos Antonakakis & Ioannis Chatziantoniou & David Gabauer, 2020. "Refined Measures of Dynamic Connectedness based on Time-Varying Parameter Vector Autoregressions," JRFM, MDPI, vol. 13(4), pages 1-23, April.
    56. Valeria Martinez & Yiuman Tse, 2008. "Intraday volatility in the bond, foreign exchange, and stock index futures markets," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 28(4), pages 313-334, April.
    57. shear, Falik & Ashraf, Badar Nadeem, 2022. "The performance of Islamic versus conventional stocks during the COVID-19 shock: Evidence from firm-level data," Research in International Business and Finance, Elsevier, vol. 60(C).
    58. Zhiyao Chen & Robert T. Daigler & Ali M. Parhizgari, 2006. "Persistence of volatility in futures markets," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 26(6), pages 571-594, June.
    59. repec:bla:jfinan:v:44:y:1989:i:1:p:1-17 is not listed on IDEAS
    60. Karabiyik, Hande & Narayan, Paresh Kumar & Phan, Dinh Hoang Bach & Westerlund, Joakim, 2018. "Islamic spot and index futures markets: Where is the price discovery?," Pacific-Basin Finance Journal, Elsevier, vol. 52(C), pages 123-133.
    61. Martin T. Bohl & Christian A. Salm & Michael Schuppli, 2011. "Price discovery and investor structure in stock index futures," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 31(3), pages 282-306, March.
    62. Fernandez, Viviana, 2006. "The impact of major global events on volatility shifts: Evidence from the Asian crisis and 9/11," Economic Systems, Elsevier, vol. 30(1), pages 79-97, March.
    63. 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.
    64. Emrah Ismail Cevik & Mehmet Fatih Bugan, 2018. "Regime-dependent relation between Islamic and conventional financial markets," Borsa Istanbul Review, Research and Business Development Department, Borsa Istanbul, vol. 18(2), pages 114-121, June.
    65. Chunchi Wu & Jinliang Li & Wei Zhang, 2005. "Intradaily periodicity and volatility spillovers between international stock index futures markets," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 25(6), pages 553-585, June.
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