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Order dynamics during the flash crash

Author

Listed:
  • James S. Ang

    (Florida State University)

  • Kenneth J. Hunsader

    (University of South Alabama)

  • Shaojun Zhang

    (The Hong Kong Polytechnic University)

Abstract

US common stocks are simultaneously traded on multiple trading centers. We study quotes and trades with millisecond time stamps during the flash crash of May 6, 2010, and document new findings about order dynamics when the fragmented market is under stress. First, relative to May 5, 2010, the number of trades and the number of quotes quadrupled on May 6, 2010. Second, during the flash crash, the proportional time of a trading center offering the best bid/ask quotes substantially reduced on all trading centers, while the effectiveness of turning best quotes into trades increased on almost all trading centers. Third and most importantly, we find significant changes in the level of trade (or quote) fragmentation during the flash crash for stocks with a high or low level of fragmentation, but no significant change for stocks with a fragmentation level in the middle range. These findings together demonstrate that, despite the dramatic increase in the number of quotes, there was insufficient liquidity on all trading centers, and stocks with a medium level of trade (or quote) fragmentation were most resilient to the sudden order flow shock.

Suggested Citation

  • James S. Ang & Kenneth J. Hunsader & Shaojun Zhang, 2019. "Order dynamics during the flash crash," Journal of Asset Management, Palgrave Macmillan, vol. 20(5), pages 365-383, September.
    • Handle: RePEc:pal:assmgt:v:20:y:2019:i:5:d:10.1057_s41260-019-00129-1
    DOI: 10.1057/s41260-019-00129-1
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    References listed on IDEAS

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    1. Griffiths, Mark D. & Smith, Brian F. & Turnbull, D. Alasdair S. & White, Robert W., 2000. "The costs and determinants of order aggressiveness," Journal of Financial Economics, Elsevier, vol. 56(1), pages 65-88, April.
    2. Thierry Foucault & Ohad Kadan & Eugene Kandel, 2005. "Limit Order Book as a Market for Liquidity," The Review of Financial Studies, Society for Financial Studies, vol. 18(4), pages 1171-1217.
    3. Madhavan, Ananth, 1995. "Consolidation, Fragmentation, and the Disclosure of Trading Information," The Review of Financial Studies, Society for Financial Studies, vol. 8(3), pages 579-603.
    4. Foucault, Thierry, 1999. "Order flow composition and trading costs in a dynamic limit order market1," Journal of Financial Markets, Elsevier, vol. 2(2), pages 99-134, May.
    5. James J. Angel & Lawrence E. Harris & Chester S. Spatt, 2011. "Equity Trading in the 21stCentury," Quarterly Journal of Finance (QJF), World Scientific Publishing Co. Pte. Ltd., vol. 1(01), pages 1-53.
    6. Goldstein, Michael A. & Shkilko, Andriy V. & Van Ness, Bonnie F. & Van Ness, Robert A., 2008. "Competition in the market for NASDAQ securities," Journal of Financial Markets, Elsevier, vol. 11(2), pages 113-143, May.
    7. O'Hara, Maureen & Ye, Mao, 2011. "Is market fragmentation harming market quality?," Journal of Financial Economics, Elsevier, vol. 100(3), pages 459-474, June.
    8. Stoll, Hans R., 1982. "Comments `An analysis of the economic justificiation for consolidation in a secondary security market' by Kalman J. Cohen et al," Journal of Banking & Finance, Elsevier, vol. 6(1), pages 137-140, March.
    9. Christie, William G & Harris, Jeffrey H & Schultz, Paul H, 1994. "Why Did NASDAQ Market Makers Stop Avoiding Odd-Eighth Quotes?," Journal of Finance, American Finance Association, vol. 49(5), pages 1841-1860, December.
    10. Hasbrouck, Joel & Saar, Gideon, 2009. "Technology and liquidity provision: The blurring of traditional definitions," Journal of Financial Markets, Elsevier, vol. 12(2), pages 143-172, May.
    11. Terrence Hendershott & Charles M. Jones, 2005. "Island Goes Dark: Transparency, Fragmentation, and Regulation," The Review of Financial Studies, Society for Financial Studies, vol. 18(3), pages 743-793.
    12. Ranaldo, Angelo, 2004. "Order aggressiveness in limit order book markets," Journal of Financial Markets, Elsevier, vol. 7(1), pages 53-74, January.
    13. Michael J. Barclay & Terrence Hendershott & D. Timothy McCormick, 2003. "Competition among Trading Venues: Information and Trading on Electronic Communications Networks," Journal of Finance, American Finance Association, vol. 58(6), pages 2637-2665, December.
    14. Obizhaeva, Anna A. & Wang, Jiang, 2013. "Optimal trading strategy and supply/demand dynamics," Journal of Financial Markets, Elsevier, vol. 16(1), pages 1-32.
    15. Mendelson, Haim, 1987. "Consolidation, Fragmentation, and Market Performance," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 22(2), pages 189-207, June.
    16. Christie, William G & Schultz, Paul H, 1994. "Why Do NASDAQ Market Makers Avoid Odd-Eighth Quotes?," Journal of Finance, American Finance Association, vol. 49(5), pages 1813-1840, December.
    17. repec:bla:jfinan:v:58:y:2003:i:6:p:2637-2666 is not listed on IDEAS
    18. Biais, Bruno & Hillion, Pierre & Spatt, Chester, 1995. "An Empirical Analysis of the Limit Order Book and the Order Flow in the Paris Bourse," Journal of Finance, American Finance Association, vol. 50(5), pages 1655-1689, December.
    19. Muravyev, Dmitriy & Pearson, Neil D. & Paul Broussard, John, 2013. "Is there price discovery in equity options?," Journal of Financial Economics, Elsevier, vol. 107(2), pages 259-283.
    20. 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.
    21. Seppi, Duane J, 1997. "Liquidity Provision with Limit Orders and a Strategic Specialist," The Review of Financial Studies, Society for Financial Studies, vol. 10(1), pages 103-150.
    22. Cohen, Kalman J. & Maier, Steven F. & Schwartz, Robert A. & Whitcomb, David K., 1982. "An analysis of the economic justification for consolidation in a secondary security market," Journal of Banking & Finance, Elsevier, vol. 6(1), pages 117-136, March.
    23. Chowdhry, Bhagwan & Nanda, Vikram, 1991. "Multimarket Trading and Market Liquidity," The Review of Financial Studies, Society for Financial Studies, vol. 4(3), pages 483-511.
    24. A. Craig MacKinlay, 1997. "Event Studies in Economics and Finance," Journal of Economic Literature, American Economic Association, vol. 35(1), pages 13-39, March.
    25. Katrina Ellis & Roni Michaely & Maureen O'Hara, 2002. "The Making of a Dealer Market: From Entry to Equilibrium in the Trading of Nasdaq Stocks," Journal of Finance, American Finance Association, vol. 57(5), pages 2289-2316, October.
    26. Amihud, Yakov & Lauterbach, Beni & Mendelson, Haim, 2003. "The Value of Trading Consolidation: Evidence from the Exercise of Warrants," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 38(4), pages 829-846, December.
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    More about this item

    Keywords

    Flash crash; Herfindahl index; Market fragmentation; Order imbalance;
    All these keywords.

    JEL classification:

    • 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
    • G18 - Financial Economics - - General Financial Markets - - - Government Policy and Regulation

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