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Building Trust in Illiquid Markets: an AI-Powered Replication of Private Equity Funds

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Listed:
  • E. Benhamou
  • JJ. Ohana
  • B. Guez
  • E. Setrouk
  • T. Jacquot

Abstract

In response to growing demand for resilient and transparent financial instruments, we introduce a novel framework for replicating private equity (PE) performance using liquid, AI-enhanced strategies. Despite historically delivering robust returns, private equity's inherent illiquidity and lack of transparency raise significant concerns regarding investor trust and systemic stability, particularly in periods of heightened market volatility. Our method uses advanced graphical models to decode liquid PE proxies and incorporates asymmetric risk adjustments that emulate private equity's unique performance dynamics. The result is a liquid, scalable solution that aligns closely with traditional quarterly PE benchmarks like Cambridge Associates and Preqin. This approach enhances portfolio resilience and contributes to the ongoing discourse on safe asset innovation, supporting market stability and investor confidence.

Suggested Citation

  • E. Benhamou & JJ. Ohana & B. Guez & E. Setrouk & T. Jacquot, 2025. "Building Trust in Illiquid Markets: an AI-Powered Replication of Private Equity Funds," Papers 2510.23201, arXiv.org.
    • Handle: RePEc:arx:papers:2510.23201
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    References listed on IDEAS

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    1. Jensen, Michael C, 1986. "Agency Costs of Free Cash Flow, Corporate Finance, and Takeovers," American Economic Review, American Economic Association, vol. 76(2), pages 323-329, May.
    2. Viral V. Acharya & Conor Kehoe & Michael Reyner, 2009. "Private Equity vs. PLC Boards in the U.K.: A Comparison of Practices and Effectiveness," Journal of Applied Corporate Finance, Morgan Stanley, vol. 21(1), pages 45-56, January.
    3. Arpit Gupta & Stijn Van Nieuwerburgh, 2021. "Valuing Private Equity Investments Strip by Strip," Journal of Finance, American Finance Association, vol. 76(6), pages 3255-3307, December.
    4. Steven N. Kaplan & Per Stromberg, 2009. "Leveraged Buyouts and Private Equity," Journal of Economic Perspectives, American Economic Association, vol. 23(1), pages 121-146, Winter.
    5. Ulf Axelson & Tim Jenkinson & Per Strömberg & Michael S. Weisbach, 2013. "Borrow Cheap, Buy High? The Determinants of Leverage and Pricing in Buyouts," Journal of Finance, American Finance Association, vol. 68(6), pages 2223-2267, December.
    6. Robinson, David T. & Sensoy, Berk A., 2016. "Cyclicality, performance measurement, and cash flow liquidity in private equity," Journal of Financial Economics, Elsevier, vol. 122(3), pages 521-543.
    7. Steven N. Kaplan & Antoinette Schoar, 2005. "Private Equity Performance: Returns, Persistence, and Capital Flows," Journal of Finance, American Finance Association, vol. 60(4), pages 1791-1823, August.
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