Sina Ehsani, Campbell Harvey, and Feifei Li contribute to the factor-based investing literature with their November 2021 study, “Is Sector-neutrality in Factor Investing a Mistake?,” in which they examined whether the within (firm-specific) component of stock characteristics contains more information about the cross-section of expected returns than the across (sector) component. For example, a technology firm may have a high book-to-market ratio (BM) relative to other tech firms, but a low BM relative to non-tech firms. Although the firm would be considered a value company compared to other tech firms, a long-short sort on BM will short this firm because firms in the tech sector generally have a lower BM.
To answer their question, they used empirical bootstraps of historical data of factors, constructed using various portfolio construction techniques. Their measure of performance was the Sharpe ratio(1). Their data sample spanned the period 1963 to 2020. Following is a summary of their findings:
The within (firm-specific) component of stock characteristics contains more information about the cross-section of expected returns than the across (sector) component. Size, value, and investment factors showed the largest gains.
The long-short investor likely gains from sector neutralizing—keeping the sector component produced better long-short factors in only 20 percent of the trials.
The within component of BM was strong in identifying the underperforming stocks of each sector that should go in the short leg, but did not predict the outperforming stocks of the long leg.
Long-only factor performance is more likely to degrade from sector neutralizing—keeping the sector component produced better long-only factors in 78 percent of the trials. The largest negative from sector neutralizing occurred for the value-weighted long-only factors that trade large stocks, arguably the most investable portfolio.
Their findings led Ehsani, Harvey and Li to conclude:
“Across BM is better at predicting the outperforming sectors and the within BM is better at predicting the underperforming stocks within each sector. In retrospect, the maximum Sharpe-ratio strategy of the long–short value factor would be to form the long leg using sector BMs and to form the short leg using stock-specific BMs.”
In the investment world, different fund families take different approaches. For example, AQR uses sector neutrality in its long-short funds and also uses it in its long-only funds. Dimensional, which only has long-only funds, does not use a sector neutrality approach. Instead, it uses bands that constrain sector allocation from drifting too far from the eligible universe. And neither Bridgeway’s long-only funds nor Alpha Architect’s long-only funds use sector neutrality.
Investors who pursue factor investing face numerous choices—choices that don’t end once the set of factors they wish to invest in has been chosen. One of the choices is whether the factors should be sector neutralized. Ehsani, Harvey, and Li provided information that can help you make an informed decision.
I would add that sector neutrality does reduce the risk of the behavioral problem of tracking variance (or error) regret. Thus, even though the research shows superior historical results for long-only portfolios that don’t consider sector neutrality, investors prone to that behavioral error might be willing to accept that trade-off. The tracking variance risk is why some funds might choose sector neutrality, as they recognize that most retail investors, and even most institutional investors, don’t have the required discipline to ignore negative short-term tracking variance.
Finally, the Ehsani, Harvey, and Li paper only examined a single factor at a time. However, what should matter most to investors is how that factor interacts with other factors both in the strategy/fund and in the overall portfolio itself. Looking at each factor separately (as the paper does) gets you the “best” answer for just that factor. But what really matters is the impact on the total portfolio. That is the essence of the “Larry Portfolio” (as described in “Reducing the Risk of Black Swans”) in which you can take a lot of factor risk to potentially get higher returns, and balance that with high-quality fixed income exposure to dampen the risk of the full portfolio.
As Chief Research Officer for Buckingham Strategic Wealth and Buckingham Strategic Partners, Larry Swedroe spends his time, talent and energy educating investors on the benefits of evidence-based investing with enthusiasm few can match. Larry was among the first authors to publish a book that explained the science of investing in layman’s terms, “The Only Guide to a Winning Investment Strategy You’ll Ever Need.” He has since authored seven more books: “What Wall Street Doesn’t Want You to Know” (2001), “Rational Investing in Irrational Times” (2002), “The Successful Investor Today” (2003), “Wise Investing Made Simple” (2007), “Wise Investing Made Simpler” (2010), “The Quest for Alpha” (2011) and “Think, Act, and Invest Like Warren Buffett” (2012). He has also co-authored eight books about investing. His latest work, “Your Complete Guide to a Successful and Secure Retirement was co-authored with Kevin Grogan and published in January 2019. In his role as chief research officer and as a member of Buckingham’s Investment Policy Committee, Larry, who joined the firm in 1996, regularly reviews the findings published in dozens of peer-reviewed financial journals, evaluates the outcomes and uses the result to inform the organization’s formal investment strategy recommendations. He has had his own articles published in the Journal of Accountancy, Journal of Investing, AAII Journal, Personal Financial Planning Monthly, Journal of Indexing, and The Journal of Portfolio Management. Larry’s dedication to helping others has made him a sought-after national speaker. He has made appearances on national television shows airing on NBC, CNBC, CNN, and Bloomberg Personal Finance. Larry is a prolific writer and contributes regularly to multiple outlets, including Advisor Perspective, Evidence Based Investing, and Alpha Architect. Before joining Buckingham Wealth Partners, Larry was vice chairman of Prudential Home Mortgage. He has held positions at Citicorp as senior vice president and regional treasurer, responsible for treasury, foreign exchange and investment banking activities, including risk management strategies. Larry holds an MBA in finance and investment from New York University and a bachelor’s degree in finance from Baruch College in New York.
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