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Data Set

Time Series Momentum: Factors, Monthly

We have updated and extended our data set for “Time Series Momentum" (Moskowitz, Ooi and Pedersen, 2012), in which we document an asset-pricing anomaly that is consistent across different asset classes and markets. We update the returns monthly.

White Paper

Corporate Arbitrage

We introduce the main corporate arbitrage strategies, make the case for a multi-strategy approach, and review the role of a corporate arbitrage allocation within a broader portfolio.

White Paper

Certainly Uncertain

We certainly find ourselves in uncertain times – but how uncertain are they? We show macro uncertainty is currently high versus history. We also address whether elevated macro uncertainty is likely to persist, or if we should instead expect a return to the low uncertainty environment. Lastly, we address the implications for investors, both in terms of possible returns to traditional assets, and as to what alternatives might prosper or decline in such an environment.

White Paper

Economic Trend

“Economic trend” capitalizes on the tendency for new information to have a persistent impact on asset prices by positioning in each market on the basis of trends in macroeconomic fundamentals. The strategy has realized consistently attractive risk-adjusted returns over a 50+ year sample, and performance is pervasive across both markets and measures. While it is a close relative of price trend-following, the two strategies are highly complementary.

Working Paper

Beyond Direct Indexing: Dynamic Direct Long-Short Investing

On average, net losses realized by direct indexing loss-harvesting strategies taper off within the first few years after their inception, and these strategies also exhibit a high dispersion of net loss outcomes. We show that long-short strategies motivated by factor investing can significantly outperform direct indexing strategies from both a pre-tax and tax perspective.

Quick Takes

Trend Following in Alternative Markets


What is alternative trend following? We summarize what a trend following approach is, how it can be applied to alternative markets, and why alternative trend following approaches have historically outperformed during difficult periods for traditional asset classes.

Journal Article

Investing in Interesting Times

Given 2022’s cheapening of asset valuations, some have questioned if we are still in a world of low expected returns. We review what’s changed after 2022, showing that the lower expected return picture has not been substantially altered for many asset classes. We provide some suggestions to potentially ameliorate the pain caused by this environment.


Volatility Laundering

While not alone, I have become one of the chief gadflies of the private equity industry. But I’m a selective gadfly. The illiquidity and non-marking that comes with private investments used to be acknowledged as a bug. These days, however, this same bug is sold as a feature – and sometimes, as in a recent Institutional Investor op-ed, brazenly so. My response in II covers what I think are the increasingly harmful ramifications of taking as reality the unrealistically smoothed returns that private strategies are all-too-happy to report.

Alternative Thinking

Should Your Portfolio Protection Work Fast or Slow?

2022’s drawdown provides a clear picture for the types of strategies that can actually deliver in a “slow burn” market downturn. While some options-based strategies have generated positive returns, in many cases they have disappointed. In contrast, trend following strategies have generally posted very strong returns. Looking ahead, many of the macro conditions that have been advantageous to trend following are still in place—and have historically tended to persist.

Data Set

Commodities for the Long Run: Index Level Data, Monthly

We have updated the data set for the paper “Commodities for the Long Run”, in which we analyze a novel data set of commodity futures prices going back to 1877, allowing us to show that returns of commodity futures indices have, on average, been positive over the long run. We update the data monthly.