The recent quant equity crisis is commonly attributed to the underperformance of the value factor, which is a key pillar in many quantitative stock selection models. However, value is just one of the factors used by quantitative investors. Therefore, one can wonder why other factors apparently failed to offset, or provide more protection against the losses of the value factor.
In order to address this question, we conduct a detailed analysis of factor performance during the quant equity crisis, which we define as the period from June 2018 to August 2020. Figure 1 illustrates that value experienced a severe drawdown, while the size and investments factors also charted in negative territory. The latter result is not surprising, given that the investment and value effects are known to be closely related.1 On the other hand, the profitability and momentum factors fared relatively well during the period.
To better understand the drivers behind this factor performance, we look at the market-relative returns of portfolios sorted according to the various factors within different market-cap groups. As exhibited in Table 1, we observe that almost all the outperformance stemmed from investing in the largest stocks with particular factor characteristics.
Our research also challenges the notion that there was more than one way to outperform in the mega-cap space. We find that mega-cap profitability and momentum were essentially mega-cap growth in disguise. In fact, mega-cap top momentum and mega-cap top profitability portfolios behaved very similarly to the mega-cap growth portfolio, with the correlations between the monthly market-relative returns amounting to 75% and 89%, respectively.
We conclude that there was basically only one way to outperform during this period, namely by investing in the largest and most expensive growth stocks. Indeed, our analysis shows that the mega-cap growth portfolio clearly had the strongest return as seen in Figure 2. This was the dominant phenomenon during the quant equity crisis, in which there were many ways to fail, but essentially only one way to succeed. This concentration of outperformance in one corner of the market and underperformance elsewhere is illustrated in Figure 2.
There were many ways to fail, but essentially only one way to succeed
We also compare the 2018-2020 episode with past major drawdowns of the value factor and find some notable differences. Most importantly, previous value drawdowns are better characterized as momentum rallies, because the outperformance of the momentum factor overshadowed the underperformance of the value factor. As a result, past value drawdowns did not necessarily cause quant equity crises.
Another important difference was the sharp underperformance of small stocks compared to their large peers. During previous value drawdowns, there were still opportunities for outperformance in smaller size segments. However, during 2018-2020, even the best-performing pockets in the small- and mid-cap space could not keep up with large growth stocks.
Apart from 2018-2020, there is actually only one other true quant equity crisis in our sample, which occurred during the strong market rebound seen in the first half of 2009. What the two crises have in common is that the main cause can be traced to one particular factor. In 2009, however, it was not the value factor but the momentum factor that crashed, due to a sharp recovery of the stocks that had suffered the largest losses during the 2008 debt crisis. Another notable difference with 2018-2020 is that the 2009 quant equity crisis was relatively short-lived. Factors resumed their upward trend within six months.
Some wonder whether the 2018-2020 quant equity crisis means factor-based investing is permanently impaired. In our view, the large losses on one factor, which were not offset by gains on other factors, do not imply a structural break, nor that factor premiums which have existed for many decades have disappeared all of a sudden. Therefore, we would summarize this period as an unusual combination of circumstances that culminated in a perfect storm for multi-factor investors, but also as an episode from which quantitative investment strategies can be expected to recover again in due course.
1 See: Fama, E. F., and French, K. R., 2015. “A five-factor asset pricing model.” Journal of Financial Economics, 116(1), 1-22.
Esta página web está sometida a la legislación española y se destina exclusivamente a inversores profesionales o a contrapartes elegibles tal y como se definen en la ley de Mercado de Valores.
Robeco cumple con la legislación aplicable sobre protección de datos personales en cuanto a la solicitud y tratamiento de los datos personales. No suministraremos sus datos personales a terceros sin su consentimiento.