Sort content by
Research

ML forecasts trump analyst coverage over long horizons: Research

Machine learning forecasts of corporate earnings outperform analyst forecasts, by revealing new information, economically important predictors and capturing non-linear relationships. Investors can use ML models as a less-biased forecast and a decision-making tool for when there is a vacuum of analyst coverage, an award-winning research paper has found. 
FIS Digital – May 2021

OPTrust leads on AI innovation

The C$23 billion Canadian fund OPTrust is using AI to reduce risk in a strategy it hopes to roll out to the wider portfolio. Wei Xie explains the benefits and challenges of machine learning including AI's ability to identify complex dimensional relationships.
Technology

How AI can help investors manage risk

The C$23 billion Canadian fund, OPTrust is embracing the power of technology to improve investment outcomes. Wei Xie and Brandon Da Silva explain the fund's focus on two subdomains of machine learning and how they can be used together: reinforcement learning and uncertainty modelling.
Asset Allocation

APG takes the lead on AI

APG is one of the few large asset owners putting AI to work effectively in its investment process. Amanda White looks at how it is integrating machine learning and more to enhance decisions.