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Spot and Futures Prices of Bitcoin: Causality, Cointegration and Price Discovery from a Time-Varying Perspective

Author

Listed:
  • Yang Hu

    (University of Waikato)

  • Yang (Greg) Hou

    (University of Waikato)

  • Les Oxley

    (University of Waikato)

Abstract

This paper investigates the causal relationships, cointegration and price discovery between spot and futures markets of Bitcoin using the daily data from a time-varying perspective for the first time in the literature. We apply the time-varying Granger causality test of Shi et al. (2018) to explore the causal relationship between spot and futures markets and find that futures prices Granger cause spot prices. We identify the existence of a cointegration relationship under the consideration of a time-varying cointegrating coefficient between spot and futures prices based on the Park and Hahn (1999) test. We also explore the time-varying price discovery process and find that futures prices dominate in the process, implying a leading informational role.

Suggested Citation

  • Yang Hu & Yang (Greg) Hou & Les Oxley, 2019. "Spot and Futures Prices of Bitcoin: Causality, Cointegration and Price Discovery from a Time-Varying Perspective," Working Papers in Economics 19/13, University of Waikato.
    • Handle: RePEc:wai:econwp:19/13
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    File URL: https://repec.its.waikato.ac.nz/wai/econwp/1913.pdf
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    References listed on IDEAS

    as
    1. Paolo Pagnottoni & Thomas Dimpfl, 2019. "Price discovery on Bitcoin markets," Digital Finance, Springer, vol. 1(1), pages 139-161, November.
    2. Yu‐Lun Chen & Yin‐Feng Gau, 2009. "Tick sizes and relative rates of price discovery in stock, futures, and options markets: Evidence from the Taiwan stock exchange," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 29(1), pages 74-93, January.
    3. Manolis G. Kavussanos & Ilias D. Visvikis & Panayotis D. Alexakis, 2008. "The Lead‐Lag Relationship Between Cash and Stock Index Futures in a New Market," European Financial Management, European Financial Management Association, vol. 14(5), pages 1007-1025, November.
    4. Jian Yang & David A. Bessler & David J. Leatham, 2001. "Asset storability and price discovery in commodity futures markets: A new look," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 21(3), pages 279-300, March.
    5. Dirk G. Baur & Thomas Dimpfl, 2019. "Price discovery in bitcoin spot or futures?," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 39(7), pages 803-817, July.
    6. Chen, Yu-Lun & Gau, Yin-Feng, 2010. "News announcements and price discovery in foreign exchange spot and futures markets," Journal of Banking & Finance, Elsevier, vol. 34(7), pages 1628-1636, July.
    7. Martin Hauptfleisch & Tālis J. Putniņš & Brian Lucey, 2016. "Who Sets the Price of Gold? London or New York," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 36(6), pages 564-586, June.
    8. William L. Silber, 1981. "Innovation, competition, and new contract design in futures markets," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 1(2), pages 123-155, June.
    9. 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.
    10. Gonzalo, Jesus & Granger, Clive W J, 1995. "Estimation of Common Long-Memory Components in Cointegrated Systems," Journal of Business & Economic Statistics, American Statistical Association, vol. 13(1), pages 27-35, January.
    11. Adrian R. Bell & Chris Brooks & Nick Taylor, 2016. "Time-varying price discovery in the eighteenth century: empirical evidence from the London and Amsterdam stock markets," Cliometrica, Journal of Historical Economics and Econometric History, Association Française de Cliométrie (AFC), vol. 10(1), pages 5-30, january.
    12. de Jong, Frank, 2002. "Measures of contributions to price discovery: a comparison," Journal of Financial Markets, Elsevier, vol. 5(3), pages 323-327, July.
    13. Aysegul Ates & George H. K. Wang, 2005. "Information transmission in electronic versus open‐outcry trading systems: An analysis of U.S. equity index futures markets," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 25(7), pages 679-715, July.
    14. Kapar, Burcu & Olmo, Jose, 2019. "An analysis of price discovery between Bitcoin futures and spot markets," Economics Letters, Elsevier, vol. 174(C), pages 62-64.
    15. Vicentiu Covrig & David K. Ding & Buen Sin Low, 2004. "The contribution of a satellite market to price discovery: Evidence from the Singapore exchange," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 24(10), pages 981-1004, October.
    16. Juan Cabrera & Tao Wang & Jian Yang, 2009. "Do futures lead price discovery in electronic foreign exchange markets?," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 29(2), pages 137-156, February.
    17. Garbade, Kenneth D & Silber, William L, 1983. "Price Movements and Price Discovery in Futures and Cash Markets," The Review of Economics and Statistics, MIT Press, vol. 65(2), pages 289-297, May.
    18. 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.
    19. Shuping Shi & Peter C. B. Phillips & Stan Hurn, 2018. "Change Detection and the Causal Impact of the Yield Curve," Journal of Time Series Analysis, Wiley Blackwell, vol. 39(6), pages 966-987, November.
    20. G. Geoffrey Booth & Raymond W. So & Yiuman Tse, 1999. "Price discovery in the German equity index derivatives markets," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 19(6), pages 619-643, September.
    21. 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.
    22. 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.
    23. Putniņš, Tālis J., 2013. "What do price discovery metrics really measure?," Journal of Empirical Finance, Elsevier, vol. 23(C), pages 68-83.
    24. Engle, Robert & Granger, Clive, 2015. "Co-integration and error correction: Representation, estimation, and testing," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 39(3), pages 106-135.
    25. Hasbrouck, Joel, 1995. "One Security, Many Markets: Determining the Contributions to Price Discovery," Journal of Finance, American Finance Association, vol. 50(4), pages 1175-1199, September.
    26. Sung Yong Park & Sang Young Jei, 2010. "Estimation and hedging effectiveness of time‐varying hedge ratio: Flexible bivariate garch approaches," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 30(1), pages 71-99, January.
    27. Mahmoud Wahab & Malek Lashgari, 1993. "Price dynamics and error correction in stock index and stock index futures markets: A cointegration approach," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 13(7), pages 711-742, October.
    28. Lehmann, Bruce N., 2002. "Some desiderata for the measurement of price discovery across markets," Journal of Financial Markets, Elsevier, vol. 5(3), pages 259-276, July.
    29. Avino, Davide & Lazar, Emese & Varotto, Simone, 2015. "Time varying price discovery," Economics Letters, Elsevier, vol. 126(C), pages 18-21.
    30. Park, Joon Y. & Hahn, Sang B., 1999. "Cointegrating Regressions With Time Varying Coefficients," Econometric Theory, Cambridge University Press, vol. 15(5), pages 664-703, October.
    31. 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.
    32. 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.
    33. 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.
    34. Yan, Bingcheng & Zivot, Eric, 2010. "A structural analysis of price discovery measures," Journal of Financial Markets, Elsevier, vol. 13(1), pages 1-19, February.
    35. Nicholas Taylor, 2011. "Time-varying price discovery in fragmented markets," Applied Financial Economics, Taylor & Francis Journals, vol. 21(10), pages 717-734.
    36. Baillie, Richard T. & Geoffrey Booth, G. & Tse, Yiuman & Zabotina, Tatyana, 2002. "Price discovery and common factor models," Journal of Financial Markets, Elsevier, vol. 5(3), pages 309-321, July.
    37. Xu, Feng & Wan, Difang, 2015. "The impacts of institutional and individual investors on the price discovery in stock index futures market: Evidence from China," Finance Research Letters, Elsevier, vol. 15(C), pages 221-231.
    38. Donald Lien & Keshab Shrestha, 2014. "Price Discovery in Interrelated Markets," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 34(3), pages 203-219, March.
    39. Engle, Robert F & Gonzalez-Rivera, Gloria, 1991. "Semiparametric ARCH Models," Journal of Business & Economic Statistics, American Statistical Association, vol. 9(4), pages 345-359, October.
    40. Corbet, Shaen & Lucey, Brian & Peat, Maurice & Vigne, Samuel, 2018. "Bitcoin Futures—What use are they?," Economics Letters, Elsevier, vol. 172(C), pages 23-27.
    41. 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.
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    1. Saketh Aleti & Bruce Mizrach, 2021. "Bitcoin spot and futures market microstructure," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 41(2), pages 194-225, February.

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    More about this item

    Keywords

    Bitcoin; futures; time-varying; causality; cointegration; price discovery;
    All these keywords.

    JEL classification:

    • C5 - Mathematical and Quantitative Methods - - Econometric Modeling
    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G13 - Financial Economics - - General Financial Markets - - - Contingent Pricing; Futures Pricing
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading

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