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Optimal Decisions for Liquid Staking: Allocation and Exit Timing

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Listed:
  • Ruofei Ma
  • Zhebiao Cai
  • Wenpin Tang
  • David Yao

Abstract

In this paper, we study an investor's optimal entry and exit decisions in a liquid staking protocol (LSP) and an automated market maker (AMM), primarily from the standpoint of the investor. Our analysis focuses on two key investor actions: the initial allocation decision at time t=0, and the optimal timing of exit. First, we derive an optimal allocation strategy that enables the investor to distribute risk across the LSP, AMM, and direct holding. Our results also offer insights for LSP and AMM designers, identifying the necessary and sufficient conditions under which the investor is incentivized to stake through an LSP, and further, to provide liquidity in addition to staking. These conditions include a lower bound on the transaction fee, for which we propose a fee mechanism that attains the bound. Second, given a fixed protocol design, we model the optimal exit timing of an individual investor using Laplace transforms and free-boundary techniques. We analyze scenarios with and without transaction fees. In the absence of fees, we decompose the investor's payoff into impermanent loss and opportunity cost, and provide theoretical results characterizing the investor's payoff and the optimal exit threshold. With transaction fees, we conduct numerical analyses to examine how fee accumulation influences exit strategies. Our results reveal that in both settings, a stop-loss strategy often maximizes the investor's expected payoff, driven by opportunity gains and the accumulation of fees where fees are present. Our analyses rely on various tools from stochastic processes and control theory, as well as convex optimization and analysis. We further support our theoretical insights with numerical experiments and explore additional properties of the investor's value function and optimal behavior.

Suggested Citation

  • Ruofei Ma & Zhebiao Cai & Wenpin Tang & David Yao, 2025. "Optimal Decisions for Liquid Staking: Allocation and Exit Timing," Papers 2507.14810, arXiv.org.
  • Handle: RePEc:arx:papers:2507.14810
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    File URL: http://arxiv.org/pdf/2507.14810
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    References listed on IDEAS

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    3. Cartea, Álvaro & Drissi, Fayçal & Monga, Marcello, 2025. "Decentralised finance and automated market making: Execution and speculation," Journal of Economic Dynamics and Control, Elsevier, vol. 177(C).
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    6. Xihan Xiong & Zhipeng Wang & Xi Chen & William Knottenbelt & Michael Huth, 2023. "Leverage Staking with Liquid Staking Derivatives (LSDs): Opportunities and Risks," Papers 2401.08610, arXiv.org, revised Jan 2025.
    7. 'Alvaro Cartea & Fayc{c}al Drissi & Marcello Monga, 2023. "Decentralised Finance and Automated Market Making: Execution and Speculation," Papers 2307.03499, arXiv.org, revised Jun 2025.
    8. Lioba Heimbach & Eric Schertenleib & Roger Wattenhofer, 2023. "DeFi Lending During The Merge," Papers 2303.08748, arXiv.org, revised Aug 2023.
    9. Wenpin Tang & David D. Yao, 2023. "Transaction fee mechanism for Proof-of-Stake protocol," Papers 2308.13881, arXiv.org, revised Aug 2023.
    10. Wenpin Tang, 2022. "Stability of shares in the Proof of Stake Protocol -- Concentration and Phase Transitions," Papers 2206.02227, arXiv.org.
    11. Stefan Scharnowski & Hossein Jahanshahloo, 2025. "The Economics of Liquid Staking Derivatives: Basis Determinants and Price Discovery," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 45(2), pages 91-117, February.
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    1. Philippe Bergault & S'ebastien Bieber & Leandro S'anchez-Betancourt, 2025. "Optimal Exit Time for Liquidity Providers in Automated Market Makers," Papers 2509.06510, arXiv.org, revised Oct 2025.

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