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Who trades at the close? Implications for price discovery and liquidity

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  • Bogousslavsky, Vincent
  • Muravyev, Dmitriy

Abstract

Closing auctions set daily closing prices for U.S. stocks and account for a striking 7.5% of daily volume in 2018, up from 3.1% in 2010. We study closing auctions in the new regime of record volume. Closing auctions appear to match volumes at low cost: closing prices typically match pre-close bid or ask prices, and price impact is lower than during continuous trading. Auction price deviations revert quickly and almost completely, on average. Auction-to-intraday volume spikes on S&P 500 additions and increases permanently afterwards, suggesting that closing volume is fueled directly and indirectly by the growth of indexing and ETFs.

Suggested Citation

  • Bogousslavsky, Vincent & Muravyev, Dmitriy, 2023. "Who trades at the close? Implications for price discovery and liquidity," Journal of Financial Markets, Elsevier, vol. 66(C).
  • Handle: RePEc:eee:finmar:v:66:y:2023:i:c:s1386418123000502
    DOI: 10.1016/j.finmar.2023.100852
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    1. Foster, F Douglas & Viswanathan, S, 1990. "A Theory of the Interday Variations in Volume, Variance, and Trading Costs in Securities Markets," The Review of Financial Studies, Society for Financial Studies, vol. 3(4), pages 593-624.
    2. Lee, Charles M C & Mucklow, Belinda & Ready, Mark J, 1993. "Spreads, Depths, and the Impact of Earnings Information: An Intraday Analysis," The Review of Financial Studies, Society for Financial Studies, vol. 6(2), pages 345-374.
    3. Kwan, Amy & Masulis, Ronald & McInish, Thomas H., 2015. "Trading rules, competition for order flow and market fragmentation," Journal of Financial Economics, Elsevier, vol. 115(2), pages 330-348.
    4. Raillon, Franck, 2020. "The growing importance of the closing auction in share trading volumes," Journal of Securities Operations & Custody, Henry Stewart Publications, vol. 12(2), pages 135-152, March.
    5. Grossman, Sanford J & Miller, Merton H, 1988. " Liquidity and Market Structure," Journal of Finance, American Finance Association, vol. 43(3), pages 617-637, July.
    6. Upson, James & Van Ness, Robert A., 2017. "Multiple markets, algorithmic trading, and market liquidity," Journal of Financial Markets, Elsevier, vol. 32(C), pages 49-68.
    7. Chelley-Steeley, Patricia L., 2008. "Market quality changes in the London Stock Market," Journal of Banking & Finance, Elsevier, vol. 32(10), pages 2248-2253, October.
    8. Baltussen, Guido & van Bekkum, Sjoerd & Da, Zhi, 2019. "Indexing and stock market serial dependence around the world," Journal of Financial Economics, Elsevier, vol. 132(1), pages 26-48.
    9. Pauline Shum & Walid Hejazi & Edgar Haryanto & Arthur Rodier, 2016. "Intraday Share Price Volatility and Leveraged ETF Rebalancing," Review of Finance, European Finance Association, vol. 20(6), pages 2379-2409.
    10. Ofek, Eli & Richardson, Matthew & Whitelaw, Robert F., 2004. "Limited arbitrage and short sales restrictions: evidence from the options markets," Journal of Financial Economics, Elsevier, vol. 74(2), pages 305-342, November.
    11. Michael J. Barclay, 2003. "Price Discovery and Trading After Hours," The Review of Financial Studies, Society for Financial Studies, vol. 16(4), pages 1041-1073.
    12. Madhavan, Ananth, 1992. "Trading Mechanisms in Securities Markets," Journal of Finance, American Finance Association, vol. 47(2), pages 607-641, June.
    13. Kamara, Avraham & Miller, Thomas W., 1995. "Daily and Intradaily Tests of European Put-Call Parity," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 30(4), pages 519-539, December.
    14. Erkko Etula & Kalle Rinne & Matti Suominen & Lauri Vaittinen, 2020. "Dash for Cash: Monthly Market Impact of Institutional Liquidity Needs," The Review of Financial Studies, Society for Financial Studies, vol. 33(1), pages 75-111.
    15. Bogousslavsky, Vincent & Collin-Dufresne, Pierre & Sağlam, Mehmet, 2021. "Slow-moving capital and execution costs: Evidence from a major trading glitch," Journal of Financial Economics, Elsevier, vol. 139(3), pages 922-949.
    16. Bogousslavsky, Vincent, 2021. "The cross-section of intraday and overnight returns," Journal of Financial Economics, Elsevier, vol. 141(1), pages 172-194.
    17. Itzhak Ben‐David & Francesco Franzoni & Rabih Moussawi, 2018. "Do ETFs Increase Volatility?," Journal of Finance, American Finance Association, vol. 73(6), pages 2471-2535, December.
    18. Jegadeesh, Narasimhan & Wu, Yanbin, 2022. "Closing auctions: Nasdaq versus NYSE," Journal of Financial Economics, Elsevier, vol. 143(3), pages 1120-1139.
    19. Barclay, Michael J. & Hendershott, Terrence & Jones, Charles M., 2008. "Order Consolidation, Price Efficiency, and Extreme Liquidity Shocks," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 43(1), pages 93-121, March.
    20. Amihud, Yakov, 2002. "Illiquidity and stock returns: cross-section and time-series effects," Journal of Financial Markets, Elsevier, vol. 5(1), pages 31-56, January.
    21. Chakraborty, Archishman & Pagano, Michael S. & Schwartz, Robert A., 2012. "Order revelation at market openings," Journal of Financial Markets, Elsevier, vol. 15(2), pages 127-150.
    22. Eaton, Gregory W. & Irvine, Paul J. & Liu, Tingting, 2021. "Measuring institutional trading costs and the implications for finance research: The case of tick size reductions," Journal of Financial Economics, Elsevier, vol. 139(3), pages 832-851.
    23. Tugkan Tuzun, 2013. "Are leveraged and inverse ETFs the new portfolio insurers?," Finance and Economics Discussion Series 2013-48, Board of Governors of the Federal Reserve System (U.S.).
    24. Ivanov, Ivan T. & Lenkey, Stephen L., 2018. "Do leveraged ETFs really amplify late-day returns and volatility?," Journal of Financial Markets, Elsevier, vol. 41(C), pages 36-56.
    25. Chung, Kee H. & Lee, Albert J. & Rösch, Dominik, 2020. "Tick size, liquidity for small and large orders, and price informativeness: Evidence from the Tick Size Pilot Program," Journal of Financial Economics, Elsevier, vol. 136(3), pages 879-899.
    26. Robert Battalio & Paul Schultz, 2006. "Options and the Bubble," Journal of Finance, American Finance Association, vol. 61(5), pages 2071-2102, October.
    27. Kyle, Albert S, 1985. "Continuous Auctions and Insider Trading," Econometrica, Econometric Society, vol. 53(6), pages 1315-1335, November.
    28. Cushing, David & Madhavan, Ananth, 2000. "Stock returns and trading at the close," Journal of Financial Markets, Elsevier, vol. 3(1), pages 45-67, February.
    29. Maureen O’Hara & Gideon Saar & Zhuo Zhong, 2019. "Relative Tick Size and the Trading Environment," The Review of Asset Pricing Studies, Society for Financial Studies, vol. 9(1), pages 47-90.
    30. Pagano, Michael S. & Peng, Lin & Schwartz, Robert A., 2013. "A call auction's impact on price formation and order routing: Evidence from the NASDAQ stock market," Journal of Financial Markets, Elsevier, vol. 16(2), pages 331-361.
    31. Darrell Duffie, 2010. "Presidential Address: Asset Price Dynamics with Slow‐Moving Capital," Journal of Finance, American Finance Association, vol. 65(4), pages 1237-1267, August.
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    1. Martin Wallmeier, 2024. "Quality issues of implied volatilities of index and stock options in the OptionMetrics IvyDB database," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 44(5), pages 854-875, May.

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    More about this item

    Keywords

    Closing auction; Passive investing; Price pressure; Liquidity;
    All these keywords.

    JEL classification:

    • G10 - Financial Economics - - General Financial Markets - - - General (includes Measurement and Data)
    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading

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