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Do Bitcoin ETFs Lead Price Discovery Following their Introduction in the Bitcoin Market?

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  • Azhar Mohamad

    (International Islamic University Malaysia)

Abstract

This study analyses the price discovery between bitcoin exchange-traded funds (ETFs) and their underlying asset (bitcoin spot) after the introduction of bitcoin ETFs on US exchanges. Using 5-min data, starting from the launch of bitcoin ETFs on 11 January 2024 and nine months later, until 11 October 2024, we calculate three price discovery measures, namely Information Share (IS), Component Share (CS) and Information Leadership Share (ILS). Our ILS results suggest that bitcoin ETFs, especially the most actively traded ETFs such as IBIT, FBTC and GBTC, dominate price discovery over bitcoin spot about 85 per cent of the time during the sample period. These findings indicate an increasing investor preference for the more accessible and liquid ETFs, supported by the US SEC approval, and underline the growing appeal of bitcoin ETFs for investors seeking efficient bitcoin exposure through brokerage accounts. The study contributes to the literature on price discovery in the cryptocurrency market and provides insights for academics, investors, regulators and policymakers.

Suggested Citation

  • Azhar Mohamad, 2025. "Do Bitcoin ETFs Lead Price Discovery Following their Introduction in the Bitcoin Market?," Computational Economics, Springer;Society for Computational Economics, vol. 66(1), pages 947-969, July.
    • Handle: RePEc:kap:compec:v:66:y:2025:i:1:d:10.1007_s10614-025-10998-x
    DOI: 10.1007/s10614-025-10998-x
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    1. Itzhak Ben-David & Francesco A. Franzoni & Rabih Moussawi, 2016. "Exchange Traded Funds (ETFs)," Swiss Finance Institute Research Paper Series 16-64, Swiss Finance Institute.
    2. Shen, Shulin & Sultan, Syed Galib & Zivot, Eric, 2024. "Price discovery share: An order invariant measure of price discovery," Finance Research Letters, Elsevier, vol. 67(PA).
    3. Putniņš, Tālis J., 2013. "What do price discovery metrics really measure?," Journal of Empirical Finance, Elsevier, vol. 23(C), pages 68-83.
    4. 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.
    5. 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.
    6. Gemayel, Roland & Franus, Tatiana & Bowden, James, 2023. "Price discovery between Bitcoin spot markets and exchange traded products," Economics Letters, Elsevier, vol. 228(C).
    7. Lawrence Glosten & Suresh Nallareddy & Yuan Zou, 2021. "ETF Activity and Informational Efficiency of Underlying Securities," Management Science, INFORMS, vol. 67(1), pages 22-47, January.
    8. 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.
    9. Mohamad, Azhar, 2022. "Safe flight to which haven when Russia invades Ukraine? A 48-hour story," Economics Letters, Elsevier, vol. 216(C).
    10. 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.
    11. 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.
    12. Carol Alexander & Jaehyuk Choi & Heungju Park & Sungbin Sohn, 2020. "BitMEX bitcoin derivatives: Price discovery, informational efficiency, and hedging effectiveness," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 40(1), pages 23-43, January.
    13. 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.
    14. Yan, Bingcheng & Zivot, Eric, 2010. "A structural analysis of price discovery measures," Journal of Financial Markets, Elsevier, vol. 13(1), pages 1-19, February.
    15. Rico-Peña, Juan Jesús & Arguedas-Sanz, Raquel & López-Martin, Carmen, 2023. "Models used to characterise blockchain features. A systematic literature review and bibliometric analysis," Technovation, Elsevier, vol. 123(C).
    16. Podhorsky, Andrea, 2024. "Bursting the bitcoin bubble: Do market prices reflect fundamental bitcoin value?," International Review of Financial Analysis, Elsevier, vol. 93(C).
    17. Akyildirim, Erdinc & Corbet, Shaen & Katsiampa, Paraskevi & Kellard, Neil & Sensoy, Ahmet, 2020. "The development of Bitcoin futures: Exploring the interactions between cryptocurrency derivatives," Finance Research Letters, Elsevier, vol. 34(C).
    18. Alexander, Carol & Heck, Daniel F., 2020. "Price discovery in Bitcoin: The impact of unregulated markets," Journal of Financial Stability, Elsevier, vol. 50(C).
    19. 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.
    20. 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.
    21. Oliver Entrop & Bart Frijns & Marco Seruset, 2020. "The determinants of price discovery on bitcoin markets," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 40(5), pages 816-837, May.
    22. Li, Hongquan & Hong, Yongmiao, 2011. "Financial volatility forecasting with range-based autoregressive volatility model," Finance Research Letters, Elsevier, vol. 8(2), pages 69-76, June.
    23. Donald Lien & Keshab Shrestha, 2009. "A new information share measure," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 29(4), pages 377-395, April.
    24. Corbet, Shaen & Lucey, Brian & Peat, Maurice & Vigne, Samuel, 2018. "Bitcoin Futures—What use are they?," Economics Letters, Elsevier, vol. 172(C), pages 23-27.
    25. Brandvold, Morten & Molnár, Peter & Vagstad, Kristian & Andreas Valstad, Ole Christian, 2015. "Price discovery on Bitcoin exchanges," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 36(C), pages 18-35.
    26. Kim, Jaeho & Linn, Scott C., 2022. "Price discovery under model uncertainty," Energy Economics, Elsevier, vol. 107(C).
    27. Marshall, Ben R. & Nguyen, Nhut H. & Visaltanachoti, Nuttawat, 2013. "ETF arbitrage: Intraday evidence," Journal of Banking & Finance, Elsevier, vol. 37(9), pages 3486-3498.
    28. Yanlin Shi, 2024. "A Tale of Two Tails: A New Unique Information Share Measure Based on Copulas," Journal of Financial Econometrics, Oxford University Press, vol. 22(4), pages 1170-1208.
    29. Yu‐Lun Chen & J. Jimmy Yang, 2024. "Time‐varying price discovery in regular and microbitcoin futures," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 44(1), pages 103-121, January.
    30. Jinghong Wu & Ke Xu & Xinwei Zheng & Jian Chen, 2021. "Fractional cointegration in bitcoin spot and futures markets," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 41(9), pages 1478-1494, September.
    31. Hung, Jui-Cheng & Liu, Hung-Chun & Yang, J. Jimmy, 2021. "Trading activity and price discovery in Bitcoin futures markets," Journal of Empirical Finance, Elsevier, vol. 62(C), pages 107-120.
    32. Dimpfl, Thomas & Peter, Franziska J., 2021. "Nothing but noise? Price discovery across cryptocurrency exchanges," Journal of Financial Markets, Elsevier, vol. 54(C).
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    JEL classification:

    • 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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