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Join our webinar introducing our new Institutional Ownership Factors (Equities)

Using our proprietary "best-of-breed" Point-in-Time Ownership dataset data that provides a daily view over 15-year history, Research Signals constructed 17 factors built from holdings and trading activity. With global coverage across developed and emerging markets, factors introduced evaluate key metrics like:

  • Ownership concentration
  • Changes in holdings
  • Institutional and hedge fund holdings
  • Liquidity flow ratios
  • Other ownership trends…

The out of sample nature of raw dataset enables clients to use our factors to backtest on institutional and fund owned security positions, flow of funds and build predictive models for signal identification.

Research signals has also published finding of initial research in this report that show results of a simulated long-short portfolio.


Chris Hammond
Executive Director, Research Signals, IHS Markit

Katerina Lipatova
Director, Research Signals, IHS Markit

Allen Pachence
Director, Strategic Content, IHS Markit

Webinar Details :

Date: July 29, 2021

Time: 08:00 am HKT

Duration: 30 Minutes

System Requirements

The ON24 specifications can be found here:



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