Optimal trade execution in cryptocurrency markets

被引:0
作者
Nils Bundi [1 ]
Ching-Lin Wei [2 ]
Khaldoun Khashanah [3 ]
机构
[1] School of Engineering, Zurich University of Applied Sciences, Technikumstrasse 7, Winterthur
[2] Shin Kong Life Insurance Co., Ltd, No. 66, Sec. 1, Zhongxiao W. Rd., Zhongzheng Dist., Taipei
[3] School of Business, Stevens Institute of Technology, 1 Castle Point Terrace, Hoboken, 07030, NJ
来源
Digital Finance | 2024年 / 6卷 / 2期
关键词
Cryptocurrencies; Limit order book; Maker taker market; Market microstructure;
D O I
10.1007/s42521-023-00103-y
中图分类号
学科分类号
摘要
Novel technologies allow cryptocurrency exchanges to offer innovative services that set them apart from other exchanges. In this paper we study the distinct features of cryptocurrency fee schedules and the implications for optimal trade execution. We formulate an optimal execution strategy that minimizes the trading fees charged by the exchange. We further provide a proof for the existence of an optimal execution strategy for this type of fee schedule. The optimal strategy involves both market and limit orders on various price levels. The optimal order distribution scheme depends on the market conditions expressed in terms of the distribution of limit order execution probabilities and the exchange’s specific configuration of the fee schedule. Our results indicate that a strategy kernel with an exponentially decaying allocation of trade volume to price levels further away from the best price provides superior performance and potential reduction of trade execution cost of more than 60%. The robustness of these results is confirmed in an empirical study. To our knowledge, this is the first study of optimal trade execution that takes into consideration the full fee schedule of exchanges in general. © The Author(s) 2024.
引用
收藏
页码:283 / 318
页数:35
相关论文
共 42 条
  • [1] Alfonsi A., Fruth A., Schied A., Optimal execution strategies in limit order books with general shape functions, Quantitative Finance, 10, 2, pp. 143-157, (2010)
  • [2] Almgren R., Chriss N., Optimal execution of portfolio transactions, Journal of Risk, 3, 2, pp. 5-39, (2000)
  • [3] Almgren R.F., Optimal execution with nonlinear impact functions and trading enhanced risk, Applied Mathematical Finance, 10, 1, pp. 1-18, (2003)
  • [4] Battalio R., Corwin S.A., Jennings R., Can brokers have it all? On the relation between make-take fees and limit order execution quality, The Journal of Finance, 71, 5, pp. 2193-2238, (2016)
  • [5] Ben-Rephael A., Israelsen R.D., Are some clients more equal than others? An analysis of asset management companies’ execution costs, Review of Finance, 22, 5, pp. 1705-1736, (2017)
  • [6] Bertsimas D., Lo A.W., Optimal control of execution costs, Journal of Financial Markets, 1, 1, pp. 1-50, (1998)
  • [7] Black J.R., The impact of make-take fees on market efficiency, Review of Quantitative Finance and Accounting, 58, 3, pp. 1015-1035, (2022)
  • [8] Brauneis A., Mestel R., Riordan R., Theissen E., The anatomy of a fee change—Evidence from cryptocurrency markets, Journal of Empirical Finance, 67, pp. 152-167, (2022)
  • [9] Brown D.B., Smith J.E., Dynamic portfolio optimization with transaction costs: Heuristics and dual bounds, Management Science, 57, 10, pp. 1752-1770, (2011)
  • [10] Bitcoin Treasuries, (2021)