Machine Learning

In the Age of AI, A Quant’s Edge is Human

While quantitative investing has long relied on technology and data, AQR argues that the AI era makes human capabilities even more valuable. The piece explores why creativity, emotional intelligence, and the ability to lead and connect with others may prove to be the most enduring competitive advantages in finance and beyond.

Strategic Asset Allocation

The Case for Taking a Total Portfolio Approach

As traditional sources of return face increasing challenges, investors may need to look beyond long-only active management and private equity. We argue that portable alpha, viewed through a total portfolio approach, can offer a more efficient path to enhancing returns while improving liquidity, fees, and portfolio outcomes..

ESG Investing

Hit 'Em Where It Hurts, ESG Investing 2.0

We suggest a new approach to ESG investing that we believe may be more effective in making negative investor views known to management — while at the same time potentially improving portfolio expected returns.

Factor/Style Investing

Measuring Portfolio Factor Exposures: A Practical Guide

Regression analysis can help investors better understand the risk factors present in their portfolios, which has multiple benefits.

Portfolio Construction

Ahead of the Curve: Time to Embrace Downside Risk

Buying equity put options to reduce a portfolio’s downside risk exposure is so attractive that the high cost of doing so all but offsets the benefit, the authors contend.

Asset Allocation

Back in the Hunt

Market timing is very hard.

Factor/Style Investing

How Can a Strategy Still Work If Everyone Knows About It?

Some people assert that once a strategy is “discovered” it can’t work anymore. Others, often implicitly, assume the future will look as wonderful as the past.

Portfolio Risk and Performance

Taking Control of Your Risk Allocation

Investors who choose risk parity are able to more fully realize the benefits of that strategy by targeting diversification and consistent total portfolio risk at each point in time.

Factor/Style Investing

Smart Beta: Not New, Not Beta, Still Awesome

Though some confusion continues regarding the subject, the term “smart beta” (including “Fundamental Indexing”) is just a new way to describe some well-known and well-tested investment ideas.

Factor/Style Investing

Style Investing: The Long and the Long/Short of It

Many investors agree that applying systematic tilts away from a passive, capitalization-weighted portfolio is a good idea; fewer agree on how best to capture these style-based returns.