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Decline

25-10-2013 · Insight

Robeco’s residual momentum: less risky and more sustainable

Behavioral explanations of momentum suggest that momentum can be caused by overreaction or underreaction. The latter, which turns out to be less risky and more sustainable, is exploited in Robeco’s quantitative models.

    Authors

  • Simon Lansdorp - PhD, Portfolio Manager Sustainable Index Solutions

    Simon Lansdorp

    PhD, Portfolio Manager Sustainable Index Solutions

Summary

  1. Momentum: stocks that performed well in the past continue to do well in the following period and vice versa

  2. Momentum is caused by over- or underreaction to news

  3. Generic momentum strategies mainly benefit from overreaction, thus aggravating mispricing and being prone to reversals

  4. The momentum factor in Robeco’s quantitative equity models is driven by underreaction, improving market efficiency and obtaining more consistent return

The momentum effect is the tendency of stocks to show persistence in performance: stocks that performed well in the recent past, on average outperform other stocks in the subsequent period, while the opposite holds for stocks with poor returns.

While there is a vast amount of evidence on the existence of the momentum effect, there is still an ongoing academic debate on the source of the momentum premium. Behavioral explanations attribute momentum to either underreaction or overreaction.

Momentum is driven by over- or underreaction

Overreaction can be attributed to investors’ delayed overreaction to stock-specific news, herding behavior and return chasing behavior. Underreaction can be caused by investors’ underreaction to stock-specific news, as they rely too heavily on the first information available (anchoring bias) or diffuse the information slowly. Another explanation is that investors sometimes hold on to losers to avoid admitting mistakes while quickly selling winners to show success.

Momentum from overreaction: risk of price reversals

Identifying the source of a stock’s momentum, i.e. over- or underreaction, matters, because it gives insight into the expected risk and sustainability of a momentum strategy. A momentum strategy that buys a winner stock which suffers from overreaction causes upward price pressure on that stock, makes the price drift even further away from its intrinsic value and hence aggravates the mispricing. Sooner or later, the market will realize this and the price of the stock will revert towards its fundamental value. Hence, a strategy profiting from momentum driven by overreaction runs the risk of stock price reversals.

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Momentum from underreaction: less risky, more sustainable

A strategy based on momentum from underreaction will lead to price pressure that actually diminishes the mispricing and is therefore not prone to reversals in stock prices. It is therefore less risky and more sustainable, because its return comes from making the market more rather than less efficient. We therefore prefer underreaction as a source of a momentum strategy.

Robeco quant models use momentum from underreaction

Robeco applies a proprietary ‘residualization’ technique that isolates the stock’s momentum that can be attributed to the stock-specific component and eliminates the part of a stock’s momentum that is due to its systematic component. This technique is applied to the momentum factor in all of Robeco’s quantitative stock selection models.

News that results in high total returns on stocks makes these stocks susceptible to overreaction, as investors start to chase returns and institutional investors are often constrained to stay close to their benchmarks. This does not hold for news that results in high stock-specific returns, as this does not necessarily lead to higher returns. That is why we expect overreaction to be the main driver of total return momentum and underreaction the primary source of Robeco’s residual, stock-specific momentum.

The graph below confirms that residual momentum is not prone to the price reversal associated with overreaction, unlike a generic total return momentum strategy.

Cumulative long-short momentum performance

Cumulative long-short momentum performance

Average cumulative performance after formation of long-short portfolios that start each month in the period January 1986 to December 2012 and are held for 60 months. The universe consists of the largest 3,000 constituents of the S&P Broad Market Index each month. A residual (generic) momentum portfolio consists of equal long/short positions in the top/bottom decile residual (generic) momentum stocks of the universe.


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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.