Robert Novy-Marx’s 2013 paper “The Other Side of Value: The Gross Profitability Premium” not only provided investors with new insights into the cross-section of stock returns, but also helped further explain some of Warren Buffett’s superior performance. (Wes Gray summarized that paper here.) His study built upon the 2006 paper “Profitability, Investment and Average Returns” by Eugene Fama and Kenneth French, who showed that firms with high profitability measured by earnings have high subsequent returns after controlling for book-to-market ratio and investment. And as is the case with other factors, profitability had been used for decades by practitioners such as Benjamin Graham and David Dodd. Novy-Marx’s work investigated gross profits, defined as sales minus the cost of goods sold, over the period from 1962 through 2010.
The following is a summary of his findings:
Not only has the profitability factor been persistent, but it’s also been pervasive.
Novy-Marx tested the profitability strategy in 19 developed international markets over the period from July 1990 through October 2009 and found similar results, demonstrating the pervasiveness of the premium. As further evidence, in the 2015 research report “Dimensions of Equity Returns in Europe,” which covered 15 European markets and the 33-year period from 1982 through 2014, Dimensional Fund Advisors found that the average annual profitability premium in Europe was 3.6 percent. During the same period, the profitability premium in the United States was 4.4 percent.
Thanks to a 2013 research report by Masha Gordon, “The Profitability Premium in EM Markets,” we also have evidence of a profitability premium in emerging markets. In her study, which covered the period from January 1998 through September 2013, she found the annual return on an equal-weighted strategy that went long high return on equity (ROE) and short low ROE was 5.1 percent.
The research has also found that the profitability premium has been robust to various definitions (reducing the risk of data mining). While Novy-Marx used gross profitability (gross profits deflated by the book value of total assets), other measures, such as ROE, operating profitability (gross profit less selling, general and administrative expenses excluding research and development expenditures deflated by the book value of total assets) and cash profitability (which accounts for accruals), have worked just as well or even better. In fact, in their 2018 paper, “Choosing Factors,” Fama and French acknowledged that cash-based operating profitability dominates their operating profitability measure.
Because of the evidence on its persistence, pervasiveness and robustness, the profitability factor has been incorporated into asset pricing models, including both the Fama-French five-factor (market beta, size, value, investment and profitability) model and Hou, Xue and Zhang’s four-factor (market beta, size, investment and profitability) Q-model.
Matthias Hanauer and Daniel Huber contribute to the literature on profitability as an explanatory factor in the cross-section of equity returns with their August 2018 study, “Constructing a Powerful Profitability Factor: International Evidence.” They investigated the relation between average stock returns and various prominent profitability measures in international markets to determine if international asset pricing models can be improved substantially by adding a profitability factor if it was not already included, or by the choice of the profitability measure underlying the factor. Their study covers the period from July 1989 through June 2016 and 49 countries.
The following is a summary of their findings:
Summarizing, the preceding findings led Hanauer and Huber to conclude that “the profitability effect presents a broad and global phenomenon” and that cash-based gross profitability should be substituted for the operating profitability measure used in the Fama-French five-factor model definition because accruals negatively predict future returns.
Before concluding, I’ll take a look at the intuition behind the profitability premium.
The academic research (such as the 2016 study “The Profitability Premium: Macroeconomic Risks or Expectation Errors?”) provides at least some support for both risk-based and behavioral explanations for the profitability premium. A problem, however, for risk-based explanations is that, intuitively, more profitable firms are less prone to distress and have lower operating leverage than unprofitable firms. These characteristics suggest that they are less risky. On the other hand, more profitable firms tend to be growth firms, which have more of their cash flow in the distant future. More distant cash flows are more uncertain and should require a risk premium. Another risk-based explanation is that higher profitability should attract more competition, threatening profit margins (and thus making future cash flows less certain). And that, too, creates more risk and should require a risk premium. My own view is that behavioral explanations (mispricings) have greater intuition.
Huijun Wang and Jianfeng Yu, authors of the 2013 study “Dissecting the Profitability Premium,” examined behavioral explanations for the profitability premium. They hypothesized that to the extent the profitability premium reflects mispricing, it should be larger among firms that are more difficult to arbitrage and have greater information uncertainty. In other words, the greater the level of uncertainty, the greater we should expect the impact of investor overconfidence to be on prices. Where there are higher limits to arbitrage, the mispricing is more likely to be sustained. In addition, with greater information uncertainty, psychological biases increase and information is more asymmetric among investors, leaving more room for mispricing. Using a large set of standard proxies recorded in the literature for limits to arbitrage and information uncertainty, the authors found the profitability premium is substantially stronger among firms more difficult to arbitrage or that have greater information uncertainty. Specifically, they found:
Wang and Yu concluded that the profitability premium persists because of limits to arbitrage, which prevent mispricings from being corrected. The fact that pricing errors — instead of rational, risk-based explanations — may be responsible for the majority of the premium does not, however, mean the profitability premium is doomed to disappear (because of those limits to arbitrage).
These findings show that strategies built on profitability are growth strategies, and so can provide an excellent hedge for value strategies. Adding profitability on top of a value strategy reduces overall volatility. Thus, one way to implement the strategy is to incorporate profitability into the construction rules of long-only value funds. This is what research-oriented firms, such as Dimensional Fund Advisors and AQR Capital Management, have done. (Full disclosure: My firm, Buckingham Strategic Wealth, recommends Dimensional and AQR funds in constructing client portfolios.)
For a fuller discussion on the profitability premium, I refer you to my book, “Your Complete Guide to Factor-Based Investing,” which includes a chapter that surveys the literature.
The Profitability Factor: International Evidence was originally published at Alpha Architect. Please read the Alpha Architect disclosures at your convenience.