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Crowdedness, Mispricing, Crashes, and Spikes

Author

Listed:
  • Boulis Maher Ibrahim

    (HWU - Heriot-Watt University [Edinburgh])

  • Iordanis Angelos Kalaitzoglou

    (Audencia Business School)

Abstract

This study proposes "reflexive crowdedness" as a mechanism through which order flow can become toxic at ultra-high frequencies (UHFs). Crowdedness, a coordination problem arising from the inability of traders to accurately gauge competition, leads to significant unbalanced mispricing in the form of liquidity costs. This mispricing is amplified by (reflexive) feedforward loops between liquidity and price components and can accumulate rapidly when high-speed traders engage. We develop an empirical framework to examine this mechanism in UHF trading. Results on trades of Dow 30 stocks show that reflexive crowdedness triggers speculative algorithmic trading and drives order flow toxicity and market instability at high frequencies. We formulate a UHF measure of reflexive crowdedness and find it predicts various UHF phenomena, including flash crashes and spikes, more reliably than price volatility and the Volume Synchronised Probability of Informed Trading (VPIN). This makes it highly relevant to investors, market operators, and regulators.

Suggested Citation

  • Boulis Maher Ibrahim & Iordanis Angelos Kalaitzoglou, 2025. "Crowdedness, Mispricing, Crashes, and Spikes," Post-Print hal-05141161, HAL.
  • Handle: RePEc:hal:journl:hal-05141161
    DOI: 10.1016/j.jbankfin.2025.107485
    Note: View the original document on HAL open archive server: https://hal.science/hal-05141161v1
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    References listed on IDEAS

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    1. Ananth Madhavan, 2012. "Exchange-Traded Funds, Market Structure, and the Flash Crash," Financial Analysts Journal, Taylor & Francis Journals, vol. 68(4), pages 20-35, July.
    2. Li, Sida & Wang, Xin & Ye, Mao, 2021. "Who provides liquidity, and when?," Journal of Financial Economics, Elsevier, vol. 141(3), pages 968-980.
    3. Abad, David & Massot, Magdalena & Pascual, Roberto, 2018. "Evaluating VPIN as a trigger for single-stock circuit breakers," Journal of Banking & Finance, Elsevier, vol. 86(C), pages 21-36.
    4. Jeremy C. Stein, 2009. "Presidential Address: Sophisticated Investors and Market Efficiency," Journal of Finance, American Finance Association, vol. 64(4), pages 1517-1548, August.
    5. Madhavan, Ananth, 2000. "Market microstructure: A survey," Journal of Financial Markets, Elsevier, vol. 3(3), pages 205-258, August.
    6. Chen Yao & Mao Ye, 2018. "Why Trading Speed Matters: A Tale of Queue Rationing under Price Controls," The Review of Financial Studies, Society for Financial Studies, vol. 31(6), pages 2157-2183.
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