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Journal Article

Factor Momentum Everywhere

Can individual factors be reliably timed based on their recent performance? This study of 65 widely-studied, characteristic-based equity factors aims to find out.

Working Paper

Characteristics Are Covariances: A Unified Model of Risk and Return

We propose a new modeling approach for the cross section of returns that helps determine whether excess returns to factors are driven by compensation for risk, or an anomaly effect.

Journal Article

Empirical Asset Pricing via Machine Learning

We show how the field of machine learning can be used to empirically investigate asset premia including momentum, liquidity, and volatility.

White Paper

Understanding Alternative Risk Premia

With its many potential benefits, including generally low-to-no correlation to a traditional 60/40 or hedge fund portfolio, we believe an ARP strategy may serve as a core alternative solution in investors’ portfolios.

Perspective

A Fanatic is One Who Can't Change his Mind and Won't Change the Subject

Ciff Asness critiques Rob Arnott’s strong viewpoints that rising valuations are responsible for the past performance of many factors and that their current valuation levels point to their impending doom.

Journal Article

Superstar Investors

Many famous investors are outspoken about their investment philosophies and use them selectively. We seek to apply their wisdom systematically to determine whether their philosophies, if applied broadly, might still generate “alpha.”

Journal Article

Long-Only Style Investing: Don't Just Mix, Integrate

We contrast two common approaches to long-only style investing: the “portfolio mix” and the “integrated portfolio.” Our results suggest that long-only factor or smart beta investors should consider integrating styles in portfolio construction.

Journal Article

Understanding Style Premia

Four investment “styles" have emerged as compelling sources of alternative returns, backed by economic theory and decades of data across geographies and asset groups.

Alternative Thinking

Style Premia / Bond Returns

We review how style premia have historically generated attractive long-run returns in virtually every place we have studied them, and may help reduce risk through better diversification. We then look at fixed income returns in different environments

Alternative Thinking

The Role of Alternative Beta Premia

Alternative beta premia—dynamic long-short strategies—offer effective diversified sources of return. To us, the most useful classifications are hedge fund strategy premia and style premia, two complementary approaches