Relation between bid-ask spread, impact and volatility in order-driven markets

Matthieu Wyart, Jean Philippe Bouchaud, Julien Kockelkoren, Marc Potters, Michele Vettorazzo

    Research output: Contribution to journalArticle

    Abstract

    We show that the cost of market orders and the profit of infinitesimal market-making or -taking strategies can be expressed in terms of directly observable quantities, namely the spread and the lag-dependent impact function. Imposing that any market taking or liquidity providing strategies is at best marginally profitable, we obtain a linear relation between the bid-ask spread and the instantaneous impact of market orders, in good agreement with our empirical observations on electronic markets. We then use this relation to justify a strong, and hitherto unnoticed, empirical correlation between the spread and the volatility per trade, with R2s exceeding 0.9. This correlation suggests both that the main determinant of the bid-ask spread is adverse selection, and that most of the volatility comes from trade impact. We argue that the role of the time-horizon appearing in the definition of costs is crucial and that long-range correlations in the order flow, overlooked in previous studies, must be carefully factored in. We find that the spread is significantly larger on the NYSE, a liquid market with specialists, where monopoly rents appear to be present.

    Original languageEnglish (US)
    Pages (from-to)41-57
    Number of pages17
    JournalQuantitative Finance
    Volume8
    Issue number1
    DOIs
    StatePublished - Feb 1 2008

    Keywords

    • Bid-ask spread
    • Impact
    • Liquidity
    • Microstructure

    ASJC Scopus subject areas

    • Finance
    • Economics, Econometrics and Finance(all)

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    Wyart, M., Bouchaud, J. P., Kockelkoren, J., Potters, M., & Vettorazzo, M. (2008). Relation between bid-ask spread, impact and volatility in order-driven markets. Quantitative Finance, 8(1), 41-57. https://doi.org/10.1080/14697680701344515