Optimal Liquidation Strategy for Cryptocurrency Marketplaces Using Stochastic Control

22 Pages Posted: 16 Dec 2022 Last revised: 26 Apr 2023

See all articles by Kenji Kubo

Kenji Kubo

Mercari, Inc.

Kei Nakagawa

Nomura Asset Mamagement Co,Ltd

Daiki Mizukami

Mercari, Inc.

Dipesh Acharya

Mercari, Inc.

Date Written: January 12, 2023

Abstract

The cryptocurrency marketplace provides liquidity receiving orders from investors. This requires managing the appropriate inventory risk. An optimal liquidation strategy based on stochastic control has been proposed for such inventory risk management problems of FX dealers. However, the cryptocurrency market has different characteristics than the FX market. Therefore, we propose an optimal liquidation strategy based on stochastic control that considers the characteristics of the cryptocurrency marketplace. We also perform an empirical study using the trading data of a cryptocurrency marketplace. We show that order bias affects the optimal liquidation strategy, and our proposed method is more effective than simple liquidation strategies.

Keywords: liquidation strategy, cryptocurrency marketplace, stochastic control

Suggested Citation

Kubo, Kenji and Nakagawa, Kei and Mizukami, Daiki and Acharya, Dipesh, Optimal Liquidation Strategy for Cryptocurrency Marketplaces Using Stochastic Control (January 12, 2023). Finance Research Letters, Vol. 53, No. 103639, 2023, Available at SSRN: https://ssrn.com/abstract=4289493 or http://dx.doi.org/10.2139/ssrn.4289493

Kenji Kubo (Contact Author)

Mercari, Inc. ( email )

Japan

Kei Nakagawa

Nomura Asset Mamagement Co,Ltd ( email )

2-2-1, Toyosu
Koto-ku, Tokyo 135-0061
Japan

HOME PAGE: http://https://scholar.google.co.jp/citations?user=SDYNtbAAAAAJ&hl=ja

Daiki Mizukami

Mercari, Inc. ( email )

Dipesh Acharya

Mercari, Inc. ( email )

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