Dynamic POV Execution Algorithm Performance Analysis

This technical report presents an analysis of the Dynamic POV execution algorithm developed by Liquidnet, which adapts the traditional percent of volume strategy to market conditions. The algorithm utilizes analytics from Liquidnet Investment Analytics to dynamically adjust participation rates based on price movements, aiming to improve execution performance. The report details the algorithm's performance metrics, including a slippage versus arrival price of -1.0 basis points and an outperformance of the Interval VWAP by +1.3 basis points. It outlines the methodology for constructing correlated baskets of stocks, which serve as reference points for price adjustments. The analysis covers a dataset of 4,555 Dynamic POV orders executed from January 1, 2022, to December 31, 2023, highlighting the algorithm's ability to achieve mean reversion in stock prices relative to their correlated baskets. The report also discusses the impact of participation rate shifts and the use of a block overlay on execution outcomes, providing insights into the algorithm's operational effectiveness.