IDEAS home Printed from https://ideas.repec.org/a/wly/jjmath/v2022y2022i1n2164974.html

Intraday Price Discovery between Spot and Futures Markets of NIFTY 50: An Empirical Study during the Times of COVID‐19

Author

Listed:
  • Mohammed Arshad Khan
  • Md. Mobashshir Hussain
  • Asif Pervez
  • Mohd Atif
  • Rohit Bansal
  • Hamad A. Alhumoudi

Abstract

The current study investigates the intraday dynamics of futures and spot markets in India. By analyzing one‐minute data of Nifty 50 and the associated futures index, the study finds that both the markets are cointegrated. The results of the VECM reveal that any disequilibrium between the spot and futures market is restored by the spot market. Granger causality tests reveal that the spot and futures markets have a bidirectional causal relationship. Common factor weights and Hasbrouck’s information share (IS) reveal the greater role of the futures market in price discovery. Gonzalo and Granger's common factor model indicates that the permanent factor is made up of futures series only. Using the BEK‐GARCH model, we found two‐way volatility spillovers between the spot and futures markets. The futures market is found to have a greater impact in terms of volatility spillovers also. The findings of our research are relevant to investors, money managers, traders, and policymakers.

Suggested Citation

  • Mohammed Arshad Khan & Md. Mobashshir Hussain & Asif Pervez & Mohd Atif & Rohit Bansal & Hamad A. Alhumoudi, 2022. "Intraday Price Discovery between Spot and Futures Markets of NIFTY 50: An Empirical Study during the Times of COVID‐19," Journal of Mathematics, John Wiley & Sons, vol. 2022(1).
  • Handle: RePEc:wly:jjmath:v:2022:y:2022:i:1:n:2164974
    DOI: 10.1155/2022/2164974
    as

    Download full text from publisher

    File URL: https://doi.org/10.1155/2022/2164974
    Download Restriction: no

    File URL: https://libkey.io/10.1155/2022/2164974?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. 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.
    2. 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.
    3. Lee, Chun I & Mathur, Ike, 1999. "The Influence of Information Arrival on Market Microstructure: Evidence from Three Related Markets," The Financial Review, Eastern Finance Association, vol. 34(1), pages 1-26, February.
    4. 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.
    5. Joseph K.W. Fung & Yiuman Tse, 2008. "Efficiency of single‐stock futures: An intraday analysis," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 28(6), pages 518-536, June.
    6. 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.
    7. Qinghua Fu & Jacob Cherian & Khalil-ur Rehman & Sarminah Samad & Mohammed Arshad Khan & Mohammad Athar Ali & Laura Mariana Cismas & Andra Miculescu, 2022. "Enhancing Employee Creativity in the Banking Sector: A Transformational Leadership Framework," Sustainability, MDPI, vol. 14(8), pages 1-19, April.
    8. Mohammed Arshad Khan & Preeti Roy & Saif Siddiqui & Abdullah A. Alakkas & Baogui Xin, 2021. "Systemic Risk Assessment: Aggregated and Disaggregated Analysis on Selected Indian Banks," Complexity, Hindawi, vol. 2021, pages 1-14, July.
    9. 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.
    10. Boyao Zhang & Ubaldo Comite & Ali Gokhan Yucel & Xintao Liu & Mohammed Arshad Khan & Shahid Husain & Muhammad Safdar Sial & József Popp & Judit Oláh, 2021. "Unleashing the Importance of TQM and Knowledge Management for Organizational Sustainability in the Age of Circular Economy," Sustainability, MDPI, vol. 13(20), pages 1-18, October.
    11. Putniņš, Tālis J., 2013. "What do price discovery metrics really measure?," Journal of Empirical Finance, Elsevier, vol. 23(C), pages 68-83.
    12. 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.
    13. Johansen, Soren, 1991. "Estimation and Hypothesis Testing of Cointegration Vectors in Gaussian Vector Autoregressive Models," Econometrica, Econometric Society, vol. 59(6), pages 1551-1580, November.
    14. Cheol S. Eun & Sanjiv Sabherwal, 2003. "Cross‐Border Listings and Price Discovery: Evidence from U.S.‐Listed Canadian Stocks," Journal of Finance, American Finance Association, vol. 58(2), pages 549-575, April.
    15. Jing Hao & Xiong Xiong & Feng He & Feng Ma, 2019. "Price Discovery in the Chinese Stock Index Futures Market," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 55(13), pages 2982-2996, October.
    16. 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.
    17. Wang Hongxin & Mohammed Arshad Khan & Jian Zhenqiang & Laura-Mariana Cismaș & Mohammad Athar Ali & Usama Saleem & Lucia Negruț, 2022. "Unleashing the Role of CSR and Employees’ Pro-Environmental Behavior for Organizational Success: The Role of Connectedness to Nature," Sustainability, MDPI, vol. 14(6), pages 1-22, March.
    18. Minho Kim & Andrew C. Szakmary & Thomas V. Schwarz, 1999. "Trading costs and price discovery across stock index futures and cash markets," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 19(4), pages 475-498, June.
    19. repec:uts:ppaper:2013:2 is not listed on IDEAS
    20. 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.
    21. repec:bla:jfinan:v:58:y:2003:i:2:p:549-576 is not listed on IDEAS
    22. Thomas V. Schwarz & Andrew C. Szakmary, 1994. "Price discovery in petroleum markets: Arbitrage, cointegration, and the time interval of analysis," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 14(2), pages 147-167, April.
    23. Zhong, Maosen & Darrat, Ali F. & Otero, Rafael, 2004. "Price discovery and volatility spillovers in index futures markets: Some evidence from Mexico," Journal of Banking & Finance, Elsevier, vol. 28(12), pages 3037-3054, December.
    24. Judge, Amrit & Reancharoen, Tipprapa, 2014. "An empirical examination of the lead–lag relationship between spot and futures markets: Evidence from Thailand," Pacific-Basin Finance Journal, Elsevier, vol. 29(C), pages 335-358.
    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. 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.
    27. 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.
    28. 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.
    29. Andersen, Torben G. & Bollerslev, Tim & Cai, Jun, 2000. "Intraday and interday volatility in the Japanese stock market," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 10(2), pages 107-130, June.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Mohammed Arshad Khan & Md. Mobashshir Hussain & Asif Pervez & Mohd Atif & Rohit Bansal & Hamad A. Alhumoudi & Miaochao Chen, 2022. "Intraday Price Discovery between Spot and Futures Markets of NIFTY 50: An Empirical Study during the Times of COVID-19," Journal of Mathematics, Hindawi, vol. 2022, pages 1-9, August.
    2. Jing Hao & Xiong Xiong & Feng He & Feng Ma, 2019. "Price Discovery in the Chinese Stock Index Futures Market," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 55(13), pages 2982-2996, October.
    3. 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.
    4. Hu, Yang & Hou, Yang Greg & Oxley, Les, 2020. "What role do futures markets play in Bitcoin pricing? Causality, cointegration and price discovery from a time-varying perspective?," International Review of Financial Analysis, Elsevier, vol. 72(C).
    5. Khalid Ul Islam & Umer Mushtaq Lone & Younis Ahmed Gulam & Suhail Ahmad Bhat, 2025. "Dynamic Linkages and Temporal Relationships Between Spot and Future Index Prices: Empirical Evidence from India Using Non-linear GARCH–BEKK," Asia-Pacific Financial Markets, Springer;Japanese Association of Financial Economics and Engineering, vol. 32(2), pages 609-630, June.
    6. Yang Hou & Steven Li, 2013. "Price Discovery in Chinese Stock Index Futures Market: New Evidence Based on Intraday Data," Asia-Pacific Financial Markets, Springer;Japanese Association of Financial Economics and Engineering, vol. 20(1), pages 49-70, March.
    7. Sarveshwar Kumar Inani, 2017. "Price discovery in Indian stock index futures market: new evidence based on intraday data," International Journal of Indian Culture and Business Management, Inderscience Enterprises Ltd, vol. 14(1), pages 23-43.
    8. Fassas, Athanasios P. & Papadamou, Stephanos & Koulis, Alexandros, 2020. "Price discovery in bitcoin futures," Research in International Business and Finance, Elsevier, vol. 52(C).
    9. Xiaojie Xu, 2018. "Cointegration and price discovery in US corn cash and futures markets," Empirical Economics, Springer, vol. 55(4), pages 1889-1923, December.
    10. Hou, Yang & Nartea, Gilbert, 2017. "Price Discovery in the Stock Index Futures Market: Evidence from the Chinese stock market crash," MPRA Paper 81995, University Library of Munich, Germany.
    11. Sanjay Sehgal & Mala Dutt, 2016. "Domestic and international information linkages between NSE Nifty spot and futures markets: an empirical study for India," DECISION: Official Journal of the Indian Institute of Management Calcutta, Springer;Indian Institute of Management Calcutta, vol. 43(3), pages 239-258, September.
    12. Judge, Amrit & Reancharoen, Tipprapa, 2014. "An empirical examination of the lead–lag relationship between spot and futures markets: Evidence from Thailand," Pacific-Basin Finance Journal, Elsevier, vol. 29(C), pages 335-358.
    13. Kumar, Satish, 2018. "Price discovery in emerging currency markets," Research in International Business and Finance, Elsevier, vol. 46(C), pages 528-536.
    14. Shuxin Guo, 2021. "Do futures lead the index under stress? Evidence from the 2015 Chinese market turmoil and its aftermath," Review of Quantitative Finance and Accounting, Springer, vol. 56(1), pages 91-110, January.
    15. Tswei, Keshin & Lai, Jing-yi, 2009. "Information contents misjudged: Digressive convergence to equilibrium in cointegrated prices," Review of Financial Economics, Elsevier, vol. 18(4), pages 183-189, October.
    16. Qiang Liu & Gaoxiu Qiao, 2017. "The evolving nature of intraday price discovery in the Chinese CSI 300 index futures market," Empirical Economics, Springer, vol. 52(4), pages 1569-1585, June.
    17. Keshin Tswei & Jing‐yi Lai, 2009. "Information contents misjudged: Digressive convergence to equilibrium in cointegrated prices," Review of Financial Economics, John Wiley & Sons, vol. 18(4), pages 183-189, October.
    18. Bohl, Martin T. & Siklos, Pierre L. & Stefan, Martin & Wellenreuther, Claudia, 2020. "Price discovery in agricultural commodity markets: Do speculators contribute?," Journal of Commodity Markets, Elsevier, vol. 18(C).
    19. Xu, Xiaojie, 2014. "Price Discovery in U.S. Corn Cash and Futures Markets: The Role of Cash Market Selection," 2014 Annual Meeting, July 27-29, 2014, Minneapolis, Minnesota 169809, Agricultural and Applied Economics Association.
    20. Ziliang Yu & Jian Yang & Robert I. Webb, 2023. "Price discovery in China's crude oil futures markets: An emerging Asian benchmark?," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 43(3), pages 297-324, March.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:wly:jjmath:v:2022:y:2022:i:1:n:2164974. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Wiley Content Delivery (email available below). General contact details of provider: https://onlinelibrary.wiley.com/journal/1469 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.