There is more to factor investing than the standard academic factors, says Head of Quant Research David Blitz.
The period 2010 to 2019 was a lost decade for the factors in Professors Eugene Fama and Kenneth French’s widely used five-factor model. Over this period, the equity factors – value, size, profitability and investment – delivered a negative return on average, while the return on each individual factor was well below its long-term average. Nevertheless, dismissing factor investing altogether based solely on these results would be short-sighted.
The dismal performance between 2010 and 2019 is not unprecedented. New research by Robeco shows that the returns in this period were actually remarkably similar to those generated between 1990 and 1999. Yet this did not prevent them from making a strong comeback in the following decade. Moreover, we find that many time-tested alternative equity factors which are not considered in the Fama-French model did generate positive performance between 2010 and 2019.
The performance of the Fama-French factors before and after 2010 can be seen in the chart below. In the most recent decade (2010-2019), the return on each of these factors was well below its long-term average. Size and value even experienced a negative decade, with the latter performing so poorly that it prompted a series of empirical studies into whether the value premium might have disappeared for good.
Size and value weren’t the only factors to have a rough ride. Over the past decade, the premium on the investment factor also failed to materialize, with a return close to zero. Only the profitability factor generated a positive return, but this premium was only around half the size it had been before 2010.
The weak performance of these two newly added factors is particularly striking, since they were introduced in Fama and French’s 2015 study, which used data until the end of 2013. In other words, part (40%) of the most recent – disappointing – decade was taken into account in the study that proposed the two new factors.
However, these are not the only factors out there. The data library maintained by Kenneth French also tracks the performance of various factors that are not considered in the five-factor model. These include three alternative value metrics of earnings-to-price, cash-flow-to-price and dividend yield.
Then there is 12-to-one-month price momentum; short-term reversal; using net share issuance as an alternative investment factor; and the change in operating working capital to book value (accruals). Finally, there are three low-risk factors: 60-month market beta, 60-day variance and 60-day residual variance. The performance of these factors is shown in the chart below.
The three alternative value metrics all had a negative return over the last decade, similar to Fama and French’s conventional value factor of high-minus-low (HML). The alternative investment factor, net share issuance, also ended up in negative territory.
With a return of 3.5% for the period from 2010 to 2019, the accruals factor fared better and even generated a slightly higher return than in the preceding period. This is consistent with a study carried out in 2016, also by Fama and French, which found that the five-factor model has difficulties explaining the performance of accruals portfolios. Results for the period from 2010 to 2019 confirm that the accruals factor can do well when the Fama-French factors struggle.
Turning to momentum, this is a factor that is often used to augment the Fama-French factor models; for example, by turning the five-factor model into a six-factor one. Momentum returned a shocking -82% in 2009, turning 2000 to 2009 into a lost decade for the factor.
However, for the period from 2010 to 2019, we observe an average premium of around 3.5% for momentum. Although below the long-term average, this is still well within positive territory. So, it seems premature to discard momentum altogether. Interestingly, the factor also saw its best decade between 1990 and 1999 – the other tough decade for Fama and French’s factors.
Meanwhile, the short-term reversal factor delivered a return of around 3.5% in the last decade, which, like for momentum, is below its long-term average, but well above zero. Most notable, however, are the three low-risk factors, which generated premiums of around 6 to 10% in the period from 2010 to 2019. This makes it the second-best decade ever for low risk, after 1980 to 1989.
Then there is the data library maintained by finance professors Kewei Hou, Chen Xue and Lu Zhang. It contains value-weighted decile portfolios for about 50 individual factors taken from their 2020 paper, ‘Replicating anomalies’. Since most of these factors were first documented well before 2010, the past decade enables us to test them outside the sample period that was originally used.
To that end, we combined closely related factors into composite factors by averaging their returns, which brings down the number of factors to 13. For instance, five separate seasonal factors were combined into one composite seasonal factor. The performance of these composite factors is shown in the chart below.
Consistent with the previous results, the composite size and value factors exhibit a negative premium for the most recent decade. Remarkably, however, the other 11 composite factors all exhibit positive returns for 2010 to 2019: payout yield, profitability, accruals, investment, intangibles, price momentum, analyst revisions, earnings momentum, seasonals, short-term reversal and low risk.
For profitability, price momentum, short-term reversal and low risk, these results confirm earlier findings for the Fama-French versions of these factors. The main takeaway is that while the Fama-French factors experienced a lost decade between 2010 and 2019, many alternative factors actually had a decent or, in some cases, even very good recent decade.
This article is an excerpt of a special topic in our five-year outlook.
当資料は情報提供を目的として、Robeco Institutional Asset Management B.V.が作成した英文資料、もしくはその英文資料をロベコ・ジャパン株式会社が翻訳したものです。資料中の個別の金融商品の売買の勧誘や推奨等を目的とするものではありません。記載された情報は十分信頼できるものであると考えておりますが、その正確性、完全性を保証するものではありません。意見や見通しはあくまで作成日における弊社の判断に基づくものであり、今後予告なしに変更されることがあります。運用状況、市場動向、意見等は、過去の一時点あるいは過去の一定期間についてのものであり、過去の実績は将来の運用成果を保証または示唆するものではありません。また、記載された投資方針・戦略等は全ての投資家の皆様に適合するとは限りません。当資料は法律、税務、会計面での助言の提供を意図するものではありません。
商号等： ロベコ・ジャパン株式会社 金融商品取引業者 関東財務局長（金商）第２７８０号
加入協会： 一般社団法人 日本投資顧問業協会