06-09-2021 · Insight

Momentum is a self-fulfilling prophecy and therein lies its strength

The Momentum premium arises from mistakes in human reasoning. Despite being conceptually simple and publicly known, it remains a strong factor across numerous asset classes. Behavioral finance theories shed light on why it exists and why it has not been arbitraged away.

    Authors

  • Lusanele Magwa - Investment Specialist

    Lusanele Magwa

    Investment Specialist

As a concept, momentum investing is simple: buy (overweight) assets that have recently outperformed their peers and sell (underweight) those that have underperformed. Despite the relative simplicity of this investment approach, the factor has been able to generate strong long-term performance in equity markets.

This is illustrated in Figure 1, which shows the 10-year returns of various factors since the 1930s. We have seen that momentum has delivered the highest gross returns in five out of nine decades and beat the market in all nine. Moreover, recent evidence indicates that it continues to be one of the strongest factors and that it has not been arbitraged away.1

Figure 1 | Historical performance of equity factor premiums

Figure 1 | Historical performance of equity factor premiums

Source: Data library of Professor Kenneth French, Robeco. All factors are long-only portfolios of US stocks that are invested 50% in big and 50% in small top factor portfolio based on 2x3 size-factor sorts from Professor Kenneth French. The low volatility factor is constructed in the same way, but is obtained from Robeco.com/data. Quality is an equal-weight combination of operating profitability and investment portfolios of Professor Kenneth French. Sample runs from January 1930 till December of 2019 for all factors but quality, which starts in July of 1963.

To understand why momentum investing has performed so well and not been arbitraged away, one needs to understand why this phenomenon exists in the first place.

Risk-based theories fall short in their explanations

According to the neoclassical school of thought, the momentum premium is compensation for bearing some systematic risk. In practice, momentum is a fast-changing factor and the stocks it favors can change substantially from one month to the next. Therefore, from a risk-based perspective, the premium could stem either from the constant change in financial market risks or shifts in how much risk investors are willing to bear. However, real-world evidence suggests these components actually change slowly.

Another risk-based explanation is that the momentum premium could arise from investors expecting to be compensated for potential crash risk. Indeed, it is known that momentum strategies can suffer from sudden and devastating crashes, such as the one that occurred in 2009. However, research shows that risk-managed momentum strategies which do not exhibit crashes also have the potential to generate high returns for investors, clearly contradicting this theory.2

In acknowledgement of the lack of adequate risk-based explanations, even the father of the efficient market hypothesis, Eugene Fama, referred to momentum as the biggest challenge to his theory.

Behavioral finance has been more successful at explaining the existence of the momentum factor

Behavioral biases give rise to Momentum premium

Where neoclassical, risk-based theories have failed, behavioral finance has been more successful at explaining the existence of the momentum factor. Unlike in mainstream, neoclassical finance, where investors are considered to be ‘rational’ agents that understand risks and opportunities in financial markets, behavioral finance builds on the assumption that investors are not fully rational and they make decisions based on heuristics, which can lead to mistakes and therefore ‘anomalies’.

The overconfidence investors have in their ability to analyze securities, and tendency to attribute success to skill and failure to bad luck, can help explain the existence of momentum. For instance, if positive newsflow emerges that affirms the views of private investors, they will tend to push the stock price of the related company above its fundamental value i.e., over-extrapolate. But this is eventually rectified when fresh newsflow highlights the overreaction of the investors, typically leading to a long-term correction in the stock price.

Underreaction can also contribute to a momentum premium. This is based on the conservatism bias that implies investors tend to change their beliefs slowly.3 In this scenario, the bias would restrain a firm’s stock price from initially adjusting adequately in response to newsflow. But this underreaction can instigate momentum as the price moves slowly towards its correct (fundamental) value, due to the good news being taken into account progressively.

The psychology of overreaction and underreaction was conceptualized in a unified manner, in a 1999 academic paper.4 The researchers developed a model with two types of investors with different information: news watchers who determine the value of a firm based on fundamental news, and momentum traders who extrapolate patterns from historical price changes.

If positive newsflow is disseminated about a firm's fundamental value, the news watchers would trade on it first. They found this would lead to an insufficient increase in its stock price as the news would spread slowly in the market i.e., underreaction. The momentum traders would then extrapolate this trend only after observing the initial uptick in the price, resulting in an overreaction. As in the other cases of overreaction, a long-term correction would then follow.

Why hasn’t Momentum been arbitraged away?

If momentum-linked anomalies have delivered robust returns on the back of mistakes in human reasoning, the natural question is why have they not been arbitraged away.

Firstly, momentum is not an easy factor to harvest. Unlike value, for instance, which can be implemented with a modest turnover of 10-20% per year, the traditional momentum factor typically has a turnover of a several hundred percentage points a year. Clearly, in order to effectively harvest this factor after costs, one needs to apply smart trading strategies.

Secondly, while the momentum premium has been linked to behavioral biases as opposed to risk, exploiting it may not be completely painless. Momentum strategies have been shown to be prone to rare but severe crashes. Therefore, momentum investors also need to be able to commit their capital over a longer-term period and be ready to face challenging times.

Humans consistently make errors, even when they have been previously informed of them

Thirdly, there is no one correct way to define momentum. Even simple price momentum is often defined using different lookback periods, ranging from three to twelve months. Also, an investor can choose to implement one version of momentum or to combine multiple factors such as residual momentum or connected analyst momentum.

Lastly, human psychology and our propensity to make cognitive mistakes should not be underestimated. Much of the experimental work in finance shows that humans consistently make errors, even when they have been previously informed of them. One does not need to dig deep to find examples of over-extrapolative markets, fueled by human enthusiasm. Time and time again, these patterns emerge and lead to predictable patterns that only systematic and patient investors may be able to exploit.

In the next paper of this series, we will discuss the low volatility factor through a behavioral finance lens.

Footnotes

1Please see: Blitz, D.C., May 2021, “The Quant Crisis of 2018:2020: Cornered by Big Growth”, Journal of Portfolio Management.
2Barroso P., and Santa-Clara P., April 2015, “Momentum has its moments”, Journal of Financial Economics.
3Daniel, K., Hirshleifer, D., and Subrahmanyam, A., December 1998, “Investor psychology and security market under- and overreactions“, Journal of Finance.
4Hong, H., and Stein, J. C., December 1999, “A unified theory of underreaction, momentum trading, and overreaction in asset markets“, Journal of Finance.


Discover the value of quant

Subscribe for cutting-edge quant strategies and insights.

Explore quant

Let's keep the conversation going

Keep track of fast-moving events in sustainable and quantitative investing, trends and credits with our newsletters.

Don’t miss out
Robeco

Robeco aims to enable its clients to achieve their financial and sustainability goals by providing superior investment returns and solutions.

Important information This disclaimer applies to any documents and the verbal or written comments of any person in presentations or webinars on this website and taken together is referred to herein as the “Information”. The services to which the Information relate are NOT FOR RETAIL CLIENTS - The information contained in the Website is solely intended for professional investors, defined as investors which (1) qualify as professional clients within the meaning of the Markets in Financial Instruments Directive (MiFID), (2) have requested to be treated as professional clients within the meaning of the MiFID or (3) are authorized to receive such information under any other applicable laws and must not be relied or acted upon by any other persons. This Information does not constitute an offer to sell, or a solicitation of an offer to buy, any financial product, and may not be relied upon in connection with the purchase or sale of any financial product. You are cautioned against using this Information as the basis for making a decision to purchase any financial product. To the extent that you rely on the Information in connection with any investment decision, you do so at your own risk. The Information does not purport to be complete on any topic addressed. The Information may contain data or analysis prepared by third parties and no representation or warranty about the accuracy of such data or analysis is provided.
In all cases where historical performance is presented, please note that past performance is not a reliable indicator of future results and should not be relied upon as the basis for making an investment decision. Investors may not get back the amount originally invested. Neither Robeco Institutional Asset Management B.V. nor any of its affiliates guarantees the performance or the future returns of any investments. If the currency in which the past performance is displayed differs from the currency of the country in which you reside, then you should be aware that due to exchange rate fluctuations the performance shown may increase or decrease if converted into your local currency. Robeco Institutional Asset Management B.V. (“Robeco”) expressly prohibits any redistribution of the Information without the prior written consent of Robeco. The Information is not intended for distribution to, or use by, any person or entity in any jurisdiction or country where such distribution or use is contrary to law, rule or regulation. Certain information contained in the Information includes calculations or figures that have been prepared internally and have not been audited or verified by a third party. Use of different methods for preparing, calculating or presenting information may lead to different results. Robeco Institutional Asset Management UK Limited (“RIAM UK”) is authorised and regulated by the Financial Conduct Authority. RIAM UK, 30 Fenchurch Street, Part Level 8, London EC3M 3BD (FCA Reference No:1007814). The company is registered in England and Wales under Ref No. 15362605.

In all cases where historical performance is presented, please note that past performance is not a reliable indicator of future results and should not be relied upon as the basis for making an investment decision. Investors may not get back the amount originally invested. Neither Robeco Institutional Asset Management B.V. nor any of its affiliates guarantees the performance or the future returns of any investments. If the currency in which the past performance is displayed differs from the currency of the country in which you reside, then you should be aware that due to exchange rate fluctuations the performance shown may increase or decrease if converted into your local currency. Robeco Institutional Asset Management B.V. (“Robeco”) expressly prohibits any redistribution of the Information without the prior written consent of Robeco. The Information is not intended for distribution to, or use by, any person or entity in any jurisdiction or country where such distribution or use is contrary to law, rule or regulation. Certain information contained in the Information includes calculations or figures that have been prepared internally and have not been audited or verified by a third party. Use of different methods for preparing, calculating or presenting information may lead to different results. Robeco Institutional Asset Management B.V. is authorised as a manager of UCITS and AIFs by the Netherlands Authority for the Financial Markets and subject to limited regulation in the UK by the Financial Conduct Authority. Details about the extent of our regulation by the Financial Conduct Authority are available from us on request.