TY - JOUR
T1 - Relation between bid-ask spread, impact and volatility in order-driven markets
AU - Wyart, Matthieu
AU - Bouchaud, Jean Philippe
AU - Kockelkoren, Julien
AU - Potters, Marc
AU - Vettorazzo, Michele
N1 - Copyright:
Copyright 2007 Elsevier B.V., All rights reserved.
PY - 2008/2
Y1 - 2008/2
N2 - 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.
AB - 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.
KW - Bid-ask spread
KW - Impact
KW - Liquidity
KW - Microstructure
UR - http://www.scopus.com/inward/record.url?scp=37249004824&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=37249004824&partnerID=8YFLogxK
U2 - 10.1080/14697680701344515
DO - 10.1080/14697680701344515
M3 - Article
AN - SCOPUS:37249004824
SN - 1469-7688
VL - 8
SP - 41
EP - 57
JO - Quantitative Finance
JF - Quantitative Finance
IS - 1
ER -