Benefits of a fundamental approach
Alternative data
Risk management
Systematic process
A systematic approach can transform a sea of raw data into actionable insights. We use cutting-edge technology to scale our analysis and implementation techniques.
Engineered for outcomes
We believe that better and more differentiated investment insights from new data and new techniques are becoming necessary conditions for investment success.
Jeff Shen, PhDCo-Chief Investment Officer, Co-Head of Systematic Active Equities
Our investment philosophy
Our mission is to deliver consistent, differentiated, alpha. Sourcing alpha opportunities has always required an investment edge–which is becoming more difficult to achieve and maintain in a hyper-informed world.
We believe staying ahead requires three key characteristics:
Seek insights not yet reflected in markets
Evolve continuouslyMaintain an information edge as insights decay
Remain relevantConstantly reflect the current opportunity set

Robust human expertise
Our approach to systematic investing goes beyond data and technology. Human intellect is central to investment decision-making. Just as our process has evolved over time, so has the human expertise involved in these efforts. This multi-disciplinary foundation is seen as a key source of strength and differentiation.
Latest systematic investing insights
Equity Market Outlook
18-Dec-2025 | By Systematic Investing
Q1 2026 stock market outlook from BlackRock covering AI investing and equity opportunities outside the U.S. including Europe, Japan and emerging markets.
Alternative data for systematic investing
21-Oct-2025 | By Systematic Investing
In an era where data is abundant and accessible, discernment — not information — defines the competitive edge.
The underestimated edge: machine learning in macro investing
30-Sept-2025 | By Systematic Investing
Can machine learning thrive in macro? Purpose-built approaches show it can—transforming sparse data and local signals into scalable, alpha-driven strategies.
Macro matters: Global hedge fund allocations
7-Apr-2025 | By Systematic Investing
Macro volatility has returned to markets. Discover why many investors are reassessing their portfolios, with a particular focus on idiosyncratic return streams.
Time to Tilt: Harnessing factor cyclicality
04-Apr-2025 | By Systematic Investing
Navigating market shifts requires a dynamic approach. This research explores how investors can harness factor cyclicality seeking to generate returns throughout different phases of the economic cycle.
Novel risks and sources of volatility
01-Apr-2025 | By Systematic Investing
This interview explores whether AI and machine learning are mitigating or introducing new risks in portfolios. It also examines the role of data in identifying and managing novel sources of volatility.
Income, evolved: A systematic approach to diversifying income sources
01-Nov-2024 | By Systematic Investing
An evolved approach to income investing within equities can help investors better navigate the challenges of today’s markets. A systematic investment approach can devise better ways to anticipate and efficiently harvest dividends.
Augmented investment management
12-Sep-2023 | By Systematic Investing
In our data-rich world, active managers face the challenge of distilling several information sources into a holistic view. Learn how we use machine learning to help combine investment signals and design alpha models.




