High Frequency Trading Review

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    Yuri Burlakov
    Chicago Trading Company, LLC

    Michael Kamal
    Chicago Trading Company, LLC

    Michele Salvadore
    Chicago Trading Company, LLC

    October 24, 2012

    Abstract:
    Market participants that have a task to acquire a certain position in a listed security at a predetermined price on behalf of a third party with no time urgency, i.e. to fill a perpetual limit order, can optimize the profitability of their trading strategy in order to accomplish this task. We study the statistical properties of the profit distribution of a particular market-making strategy: one which increments the inventory as the underlying price approaches the limit order price S0 and locks in profits by gradually liquidating the inventory as the market drifts away from S0. We do so by adopting a simple model of market microstructure in which an unobservable continuous stochastic process, the microprice, drives the dynamics of limit and market orders. In this model, the arrival of market orders and updates of the limit order book are determined by the microprice crossing a discrete set of n equidistant levels between the price ticks. Assuming normal dynamics for the microprice and adopting a standard mean-variance framework, we are able to derive a closed-form solution for the optimal inventory profile which is remarkably simple: the cumulative amount held when the market price is Si is inversely proportional to Si-S0, the distance in price terms from the limit order price. Finally, we show that n represents a sort of micro-volatility of the market that is entirely independent of the diffusive volatility of the microprice and is a measure of the intensity of the bid-ask bounce.

    Burlakov, Yuri, Kamal, Michael and Salvadore, Michele, Optimal Limit Order Execution in a Simple Model for Market Microstructure Dynamics (October 24, 2012). Available at SSRN: http://ssrn.com/abstract=2185452 or http://dx.doi.org/10.2139/ssrn.2185452

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