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Non-average price impact in order-driven markets

Authors :
Bellani, Claudio
Brigo, Damiano
Pakkanen, Mikko
Sanchez-Betancourt, Leandro
Publication Year :
2021

Abstract

We present a measurement of price impact in order-driven markets that does not require averages across executions or scenarios. Given the order book data associated with one single execution of a sell metaorder, we measure its contribution to price decrease during the trade. We do so by modelling the limit order book using state-dependent Hawkes processes, and by defining the price impact profile of the execution as a function of the compensator of a stochastic process in our model. We apply our measurement to a data set from NASDAQ, and we conclude that the clustering of sell child orders has a bigger impact on price than their sizes.

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.2110.00771
Document Type :
Working Paper