An Explanation Of The Persistence Of The Momentum Anomaly

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Includes: DIA, IWM, QQQ, SPY
by: Michael Harris

Summary

The simplest explanation for the persistence of the momentum anomaly is that it has not yet been arbitraged out, but will be in the future.

The main reason the price-series momentum anomaly in equity markets has not been arbitraged out is lack of trading discipline.

In commodity markets the time-series momentum anomaly has been arbitraged out in the last 10 years due to systematic trend-following programs.

Algo trading and robo-advisor domination will cause the momentum anomaly to slowly disappear.

There is massive literature than documents the persistence of the time-series momentum anomaly in most major asset classes. I abduct in this article a simple explanation of this anomaly and I present some evidence that corroborates it.

Momentum refers to the empirically documented tendency of rising asset prices to rise further and vice versa for falling prices. Numerous academic and practitioner studies have documented this anomalous market tendency. Finance theory argues that once discovered, anomalies should disappear. This assumes that markets are efficient and obey certain equilibrium models, e.g., the CAPM. However, the time-series anomaly has persisted for decades, as the backtests below show. Therefore, either finance models are wrong or the anomaly persists due to some special conditions.

The backtests below are based on monthly S&P 500 (NYSEARCA:SPY) data (dividends not included) in the period 01/1900 - 02/2016. No commission is included. The strategy involves buying the index when current close is higher than the close of 12 months ago. This is the simplest form of time-series momentum. Equity is fully invested.

The first backtest is for the period 01/1900 - 12/1937:

Time Series Momentum Anomaly - Monthly S&P 500 Prices 01/1900 - 12/1937

There is significant outperformance of buy and hold, as it may be seen from the notes in the above chart. Holding the index in the test period would have resulted in an annualized return of 2.9% and maximum drawdown of nearly 85%. On the other hand, the simple time-series momentum strategy with a 12-month lookback period shows 7.34% annualized return at 50% maximum drawdown. This significant result was noticed in the late 1930s. Of course, this analysis is hypothetical because no one could buy the index but instead a portfolio of securities that tracked the index closely and that involved transaction cost. However, due to the low turnover, the transaction cost would not impact the performance significantly.

Below is the out-of-sample backtest from 01/1938 to 02/2016:

Momentum Anomaly - S&P 500 monthly data - 01/1938 - 02/2016

Although the annualized return of the momentum strategy in the above period is 30 basis points less than that of buy and hold, maximum drawdown is much lower, resulting in significant outperformance on a risk-adjusted return basis. These results show that the time-series momentum effect has persisted. It can also be shown that the effect is persistent for all lookback periods between 2 and 12.

The goal of the above limited analysis was to review the existence of the time-series momentum anomaly in the US stock market. Much more advanced studies have shown the persistence of this anomaly across many different markets. The puzzling issue is why this anomaly exists in the first place. The abducted hypothesis in this article is that the anomaly exists in markets where there has been no systematic arbitrage in action. In other markets where such action has taken place, the anomaly has almost disappeared. An example is commodities markets due to the systematic programs used by CTAs. It was shown in another article that in the last 10 years, the performance of the CTA groups has deteriorated significantly, as shown in the chart below:

For more details see this article. In the last 7 years, the annualized return of the CTA group is flat versus about 14% annualized for the S&P 500 total return.

CTAs have used systematic strategies for many years in an effort to eliminate emotions from trading and enforce discipline. Because there cannot be a free lunch, the actions to secure proper execution of the strategies actually made them ineffective due to the consistent arbitrage. This is important to understand. Actually, some non-systematic traders may have been able to generate significant outperformance but only due to luck. However, no one should expect to profit from a crowded trade and CTAs have been victims of their own efforts to enforce discipline. Essentially, anyone with market experience and a computer could become a CTA, at least in principle, because the models followed were and are still nowadays in many cases trivial. This is also what is slowly occurring in the equities markets after the popularization of momentum by some authors who fail to recognize the reflexive nature of markets.

By trying to convince people that the momentum anomaly is robust and they should systematically exploit it, authors, practitioners and researchers actually contribute to a slow but effective arbitrage process. As robo-advisors and algo traders offer related strategies, the anomaly will disappear because this is natural consequence and unavoidable: There is no room for everyone to profit from the same strategies and some or even most will have to lose eventually.

Disclosure: I/we have no positions in any stocks mentioned, and no plans to initiate any positions within the next 72 hours.

I wrote this article myself, and it expresses my own opinions. I am not receiving compensation for it. I have no business relationship with any company whose stock is mentioned in this article.

Additional disclosure: Charting and backtesting program: Amibroker. Backtest results are hypothetical and are NOT an indicator of future results.