| Webinar: Cash Flow Forecasting and Predictive Analytics in Illiquid Markets

October 18, 2023

Following the publication of “Takahashi–Alexander Revisited: Modeling Private Equity Portfolio Outcomes Using Historical Simulations” in The Journal of Portfolio Management, CFA Society Boston hosted a webinar featuring authors Alex Billias and Sam Holt, COO and Principal at Bella, to discuss challenges in liquidity modeling. They explored the strengths and limitations of the industry's traditional forecasting model, Takahashi-Alexander, before introducing their novel approach of simulating future cash flows using historical data. The webinar explores how the new method builds on the Takahashi-Alexander model and has various applications across the industry.

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| Webinar: Innovative Modeling and Analytics for Private Markets