Fundamental Issues in Automated Market Making

2011 ◽  
pp. 118-148
Author(s):  
Yuriy Nemyvaka ◽  
Katia Sycara ◽  
Duane J. Seppi

The goal of this chapter is to establish an analytical foundation for electronic market making. We use two classes of models to reason about this domain: structured and relaxed. In our structured model, we will formalize the decision process of a dealer and then use a simple class of trading strategies to highlight several fundamental issues in market making. In our relaxed model, we treat the dealer’s quotes and transaction prices as a simple time series. We apply statistical techniques to discern possible structure in the data and then make conclusions about the dealer’s optimal behavior. Our main interest is a normative automation of the securities dealer’s activities, as opposed to explanatory modeling of human traders, which is the primary concern of earlier studies in this area.

2021 ◽  
Author(s):  
Houman Falakshahi ◽  
Matthieu Mariapragassam ◽  
Rachid Ajaja

2020 ◽  
Vol 23 (03) ◽  
pp. 2050016
Author(s):  
ÁLVARO CARTEA ◽  
YIXUAN WANG

We show how a market maker employs information about the momentum in the price of the asset (i.e. alpha signal) to make decisions in their liquidity provision strategy in an order-driven electronic market. The momentum in the midprice of the asset depends on the execution of liquidity taking orders and the arrival of news. Buy market orders (MOs) exert a short-lived upward pressure on the midprice, whereas sell MOs exert a short-lived downward pressure on the midprice. We employ Nasdaq high-frequency data to estimate model parameters and to illustrate the performance of the market making strategy. The market maker employs the alpha signal to minimise adverse selection costs, execute directional trades in anticipation of price changes, and to manage inventory risk. As the market maker increases their tolerance to inventory risk, the expected profits that stem from the alpha signal increase because the strategy employs more speculative MOs and performs more roundtrip trades with limit orders.


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