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Backtesting Framework for Concentrated Liquidity Market Makers on Uniswap V3 Decentralized Exchange

Author

Listed:
  • Andrey Urusov

    (Vega Institute Foundation
    Faculty of Applied Mathematics Physics and Information Technologies Chuvash State University)

  • Rostislav Berezovskiy

    (Vega Institute Foundation
    International Laboratory of Stochastic Analysis and its Applications HSE University)

  • Yury Yanovich

    (Skolkovo Institute of Science and Technology
    Faculty of Computer Science HSE University)

Abstract

Decentralized finance (DeFi) has revolutionized the financial landscape, with protocols like Uniswap offering innovative automated market-making mechanisms. This article explores the development of a backtesting framework specifically tailored for concentrated liquidity market makers (CLMM). The focus is on leveraging the liquidity distribution approximated using a parametric model, to estimate the rewards within liquidity pools. The article details the design, implementation, and insights derived from this novel approach to backtesting within the context of Uniswap V3. The developed backtester was successfully utilized to assess reward levels across several pools using historical data from 2023 (pools Uniswap v3 for pairs of altcoins, stablecoins and USDC/ETH with different fee levels). Moreover, the error in modeling the level of rewards for the period under review for each pool was less than 1\%. This demonstrated the effectiveness of the backtester in quantifying liquidity pool rewards and its potential in estimating LP's revenues as part of the pool rewards, as focus of our next research. The backtester serves as a tool to simulate trading strategies and liquidity provision scenarios, providing a quantitative assessment of potential returns for liquidity providers (LP). By incorporating statistical tools to mirror CLMM pool liquidity dynamics, this framework can be further leveraged for strategy enhancement and risk evaluation for LPs operating within decentralized exchanges.

Suggested Citation

  • Andrey Urusov & Rostislav Berezovskiy & Yury Yanovich, 2024. "Backtesting Framework for Concentrated Liquidity Market Makers on Uniswap V3 Decentralized Exchange," Papers 2410.09983, arXiv.org.
    • Handle: RePEc:arx:papers:2410.09983
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    References listed on IDEAS

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    1. Ariah Klages-Mundt & Andreea Minca, 2020. "While Stability Lasts: A Stochastic Model of Non-Custodial Stablecoins," Papers 2004.01304, arXiv.org, revised Jul 2022.
    2. Jason Milionis & Xin Wan & Austin Adams, 2023. "FLAIR: A Metric for Liquidity Provider Competitiveness in Automated Market Makers," Papers 2306.09421, arXiv.org.
    3. Bullmann, Dirk & Klemm, Jonas & Pinna, Andrea, 2019. "In search for stability in crypto-assets: are stablecoins the solution?," Occasional Paper Series 230, European Central Bank.
    4. Ariah Klages‐Mundt & Andreea Minca, 2022. "While stability lasts: A stochastic model of noncustodial stablecoins," Mathematical Finance, Wiley Blackwell, vol. 32(4), pages 943-981, October.
    5. Andreas A. Aigner & Gurvinder Dhaliwal, 2021. "UNISWAP: Impermanent Loss and Risk Profile of a Liquidity Provider," Papers 2106.14404, arXiv.org.
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