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Hedging with automatic liquidation and leverage selection on bitcoin futures

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journal contribution
posted on 2023-06-10, 04:19 authored by Carol AlexanderCarol Alexander, Jun Deng, Bin Zou
Bitcoin derivatives positions are maintained with a self-selected margin, which is often too low to avoid automatic liquidation by the exchange, without notice, especially during periods of excessive volatility. Indeed, according to CryptoQuant, almost $80 billion of positions on centralised exchanges were liquidated during 2021, that is an average of over $200 million per day. So hedgers of bitcoin price risk should account for the possibility of automatic liquidation when taking positions on bitcoin futures. We derive a semi-closed form for an optimal hedging strategy with dual objectives– to minimize both the variance of the hedged portfolio and the probability of liquidation due to insufficient collateral. The solution depends on the statistical characteristics of the spot and futures extreme returns, and other parameters that characterize the hedger by choice of leverage, loss aversion and collateral management. An empirical analysis based on minute-level data compares the performance of the major direct and inverse bitcoin hedging instruments traded on five major exchanges.

History

Publication status

  • Published

File Version

  • Published version

Journal

European Journal of Operational Research

ISSN

0377-2217

Publisher

Elsevier

Issue

1

Volume

306

Page range

478-493

Department affiliated with

  • Accounting and Finance Publications

Full text available

  • Yes

Peer reviewed?

  • Yes

Legacy Posted Date

2022-07-26

First Open Access (FOA) Date

2022-08-18

First Compliant Deposit (FCD) Date

2022-07-24

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