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A Multi-market Comparison of the Intraday Lead–Lag Relations Among Stock Index-Based Spot, Futures and Options

Author

Listed:
  • Fei Ren

    (East China University of Science and Technology
    East China University of Science and Technology
    East China University of Science and Technology)

  • Mei-Ling Cai

    (East China University of Science and Technology)

  • Sai-Ping Li

    (Academia Sinica
    Hong Kong University of Science and Technology)

  • Xiong Xiong

    (Tianjin University)

  • Zhang-HangJian Chen

    (Anhui University)

Abstract

Using 1-min data, we explore the dynamic variation of the intraday lead–lag relations between stock indices and their derivatives through a comprehensive study with broader coverage of research objectives and methodologies. This paper provides explicit evidence that the futures and options exhibit price leadership over the spot market, and the options is ahead of the futures on most trading days in all three markets. This paper also reports a new finding that the relation between the derivative and its underlying index reverses when the index return has a significantly larger mean value, and the reversal phenomenon is also observed in the relations between the futures and the options, which enriches the empirical results of intraday lead–lag relations. Moreover, these conclusions still hold under the impact of extreme events, e.g., the outbreak of the Covid-19. Finally, we construct a pair trading strategy based on the intraday lead–lag relationships, which can get better performance than the corresponding spot index. Our findings can potentially help regulators understand the price discovery process between the index and its derivatives, and also be of great value for timely adjustment of investors intraday trading strategies.

Suggested Citation

  • Fei Ren & Mei-Ling Cai & Sai-Ping Li & Xiong Xiong & Zhang-HangJian Chen, 2023. "A Multi-market Comparison of the Intraday Lead–Lag Relations Among Stock Index-Based Spot, Futures and Options," Computational Economics, Springer;Society for Computational Economics, vol. 62(1), pages 1-28, June.
    • Handle: RePEc:kap:compec:v:62:y:2023:i:1:d:10.1007_s10614-022-10268-0
    DOI: 10.1007/s10614-022-10268-0
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    References listed on IDEAS

    as
    1. Erik Theissen, 2012. "Price discovery in spot and futures markets: a reconsideration," The European Journal of Finance, Taylor & Francis Journals, vol. 18(10), pages 969-987, November.
    2. Doojin Ryu, 2012. "The effectiveness of the order-splitting strategy: an analysis of unique data," Applied Economics Letters, Taylor & Francis Journals, vol. 19(6), pages 541-549, April.
    3. Shao, Ying-Hui & Yang, Yan-Hong & Shao, Hao-Lin & Stanley, H. Eugene, 2019. "Time-varying lead–lag structure between the crude oil spot and futures markets," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 523(C), pages 723-733.
    4. Gupta, Kartikay & Chatterjee, Niladri, 2020. "Selecting stock pairs for pairs trading while incorporating lead–lag relationship," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 551(C).
    5. Bonato, Matteo & Gupta, Rangan & Lau, Chi Keung Marco & Wang, Shixuan, 2020. "Moments-based spillovers across gold and oil markets," Energy Economics, Elsevier, vol. 89(C).
    6. Jürgen Gaul & Erik Theissen, 2015. "A Partially Linear Approach to Modeling the Dynamics of Spot and Futures Prices," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 35(4), pages 371-384, April.
    7. Ren, Fei & Ji, Shen-Dan & Cai, Mei-Ling & Li, Sai-Ping & Jiang, Xiong-Fei, 2019. "Dynamic lead–lag relationship between stock indices and their derivatives: A comparative study between Chinese mainland, Hong Kong and US stock markets," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 513(C), pages 709-723.
    8. Hon-Lun Chung & Wai-Sum Chan & Jonathan Batten, 2011. "Threshold non-linear dynamics between Hang Seng stock index and futures returns," The European Journal of Finance, Taylor & Francis Journals, vol. 17(7), pages 471-486.
    9. Jiang, Li & Fung, Joseph K W & Cheng, Louis T W, 2001. "The Lead-Lag Relation between Spot and Futures Markets under Different Short-Selling Regimes," The Financial Review, Eastern Finance Association, vol. 36(3), pages 63-88, August.
    10. Kim, Jun Sik & Ryu, Doojin, 2014. "Intraday price dynamics in spot and derivatives markets," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 394(C), pages 247-253.
    11. Didier Sornette & Wei-Xing Zhou, 2005. "Non-parametric determination of real-time lag structure between two time series: the 'optimal thermal causal path' method," Quantitative Finance, Taylor & Francis Journals, vol. 5(6), pages 577-591.
    12. Cao, Guangxi & Han, Yan & Cui, Weijun & Guo, Yu, 2014. "Multifractal detrended cross-correlations between the CSI 300 index futures and the spot markets based on high-frequency data," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 414(C), pages 308-320.
    13. 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.
    14. Chan, Kam C. & Chang, Yuanchen & Lung, Peter P., 2009. "Informed trading under different market conditions and moneyness: Evidence from TXO options," Pacific-Basin Finance Journal, Elsevier, vol. 17(2), pages 189-208, April.
    15. Fama, Eugene F, 1991. "Efficient Capital Markets: II," Journal of Finance, American Finance Association, vol. 46(5), pages 1575-1617, December.
    16. Yuan, Xianghui & Jin, Liwei & Lian, Feng, 2021. "The lead–lag relationship between Chinese mainland and Hong Kong stock markets," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 574(C).
    17. 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.
    18. 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.
    19. Nam, Seung Oh & Oh, SeungYoung & Kim, Hyun Kyung & Kim, Byung Chun, 2006. "An empirical analysis of the price discovery and the pricing bias in the KOSPI 200 stock index derivatives markets," International Review of Financial Analysis, Elsevier, vol. 15(4-5), pages 398-414.
    20. Roger D. Huang, 2002. "The Quality of ECN and Nasdaq Market Maker Quotes," Journal of Finance, American Finance Association, vol. 57(3), pages 1285-1319, June.
    21. 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.
    22. Kaushik I. Amin & Charles M. C. Lee, 1997. "Option Trading, Price Discovery, and Earnings News Dissemination," Contemporary Accounting Research, John Wiley & Sons, vol. 14(2), pages 153-192, June.
    23. Jiang, Tao & Bao, Si & Li, Long, 2019. "The linear and nonlinear lead–lag relationship among three SSE 50 Index markets: The index futures, 50ETF spot and options markets," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 525(C), pages 878-893.
    24. 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.
    25. Chen, Zhang-HangJian & Li, Sai-Ping & Cai, Mei-Ling & Zhong, Li-Xin & Ren, Fei, 2021. "Cross-region risk spillover between the stock and stock index futures markets under exogenous shocks," The North American Journal of Economics and Finance, Elsevier, vol. 58(C).
    26. Guntur Anjana Raju & Sanjeeta Shirodkar, 2020. "The Lead Lag Relationship between Spot and Futures Markets in the Energy Sector: Empirical Evidence from Indian Markets," International Journal of Energy Economics and Policy, Econjournals, vol. 10(5), pages 409-414.
    27. Tse, Yiuman, 2001. "Index arbitrage with heterogeneous investors: A smooth transition error correction analysis," Journal of Banking & Finance, Elsevier, vol. 25(10), pages 1829-1855, October.
    28. Gong, Chen-Chen & Ji, Shen-Dan & Su, Li-Ling & Li, Sai-Ping & Ren, Fei, 2016. "The lead–lag relationship between stock index and stock index futures: A thermal optimal path method," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 444(C), pages 63-72.
    29. Chiang, Raymond & Fong, Wai-Ming, 2001. "Relative informational efficiency of cash, futures, and options markets: The case of an emerging market," Journal of Banking & Finance, Elsevier, vol. 25(2), pages 355-375, February.
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    2. Chen, Zhang-Hangjian & Chu, Wei-Wei & Gao, Xiang & Koedijk, Kees G. & Xu, Yaping, 2024. "Extreme weather, climate risk, and the lead–lag role of carbon," Global Finance Journal, Elsevier, vol. 61(C).

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