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Journal Article

How Do Factor Premia Vary Over Time? A Century of Evidence

We examine four prominent factor premia – value, momentum, carry, and defensive – over a century from six asset classes. The results offer support for time-varying risk premia models with important implications for theory seeking to explain the sources of factor returns.

Journal Article

Should Taxable Investors Shun Dividends?

We evaluate the tax benefit of dividend avoidance for quantitative multi-style strategies and find that dividend avoidance generally reduces implementation efficiency, thus lowering expected pre-tax returns.

Journal Article

Can Machines "Learn" Finance?

Can Machines “Learn” Finance?” was named the winner of the 2020 Harry M. Markowitz Award. Machine learning for asset management faces a unique set of challenges that differ markedly from other domains where machine learning has excelled. We discuss a variety of beneficial use cases and potential pitfalls for machine learning in asset management, and emphasize the importance of economic theory and human expertise for achieving success through financial machine learning.