Market Timing Strategies Based on Financial and Sentiment Indicators
Market timing strategies have been controversial: academics published many studies in this subject and most of them concluded that it is useless to pursue market timing. On the other hand, practitioners have been using this for many years (explicitly or implicitly). In a paper published by Neuhier and Schlusche in Feb. 2009, titled as Data Snooping and Market-Timing Rule Performance, the study examined stock market timing strategies based on various combinations of financial and sentiment indicators. The paper's conclusion is mostly negative on those strategies based on historical simulation during the period from 1981 to 2007. With the recent market upheavals, it is interesting to revisit these strategies by including the period since 2007 to now.
The basic idea behind these strategies is to remain invested in the stock market when expected returns are high and switch to cash investments when the market is expected to underperform. Investors long securities but temporarily exit the market and switch to holding cash in bad times based on certain timing indicators. By avoiding exposure to stock market during the weakest months and being long during the rest of the time, one would hope to reduce risk and achieve a reasonable return. The key to measure the performance of these strategies should include the risk factors such as maximum drawdown (measured as the maximum from a peak to a following trough percentage), standard deviation and Sharpe ratio (the so called risk adjusted return).
ValidFi recently released various stock market timing strategies based on the description from the paper. These strategies and their model portfolios are now lively monitored on validfi.com. These strategies employ the following indicators:
The following table illustrates the performance of these strategies with the best parameter settings. From the table, one could see that financial indicator long term interest rate, interest rate indicator credit spread and the sentiment indicator put/call ratio have the best Sharpe ratios in the period monitored. The long term interest rate, being sensitive to the economic condition, surprisingly has an excellent predictive effect since 1963. On the other hand, the expected inflation based strategy has quite a bit under performance. We believe it might be due to the inaccurate estimate methodology used.
In addition to the live strategies mentioned above, ValidFi also maintains a 360 degree market view page to monitor various indicators and most asset classes trends.
This article only serves as an introduction to the above strategies. We will have more follow up articles to discuss individual strategies in more detail.
The basic idea behind these strategies is to remain invested in the stock market when expected returns are high and switch to cash investments when the market is expected to underperform. Investors long securities but temporarily exit the market and switch to holding cash in bad times based on certain timing indicators. By avoiding exposure to stock market during the weakest months and being long during the rest of the time, one would hope to reduce risk and achieve a reasonable return. The key to measure the performance of these strategies should include the risk factors such as maximum drawdown (measured as the maximum from a peak to a following trough percentage), standard deviation and Sharpe ratio (the so called risk adjusted return).
ValidFi recently released various stock market timing strategies based on the description from the paper. These strategies and their model portfolios are now lively monitored on validfi.com. These strategies employ the following indicators:
- Financial indicators
- Earning to price: essentially this is the S&P 500 PE ratio.
- Dividend yield: this indicator is tracking S&P 500 companies' aggregate dividend yields in the past 12 months.
- Dividend payout ratio: S&P 500 dividend payout ratio.
- Bond to equity: the relative bond yield and earning yield relationship. The so called Fed model is one version of this.
- Earning to price: essentially this is the S&P 500 PE ratio.
- Interest rate indicators
- Long term interest rate: based on long term Treasury bond yield. This indicator is sensitive to long term inflation expectation.
- Short term interest rate: based on short term Treasury bill yield.
- Maturity spread: the difference between long term and short term bond yields.
- Credit spread: the difference between high yield (junk) bond and the investment grade corporate bond yield. The bigger the spread, the higher investors' risk appetite is.
- Expected inflation: difference between nominal and real interest rate.
- Long term interest rate: based on long term Treasury bond yield. This indicator is sensitive to long term inflation expectation.
- Sentiment indicators
- CBOE equity put/call ratio: the short term total equity put volume over the short term total equity call volume.
- CBOE S&P 500 implied volatility VIX: the implied volatility of short term option contracts on S&P 500 index. This indicator is also called 'fear factor'.
- CBOE equity put/call ratio: the short term total equity put volume over the short term total equity call volume.
The following table illustrates the performance of these strategies with the best parameter settings. From the table, one could see that financial indicator long term interest rate, interest rate indicator credit spread and the sentiment indicator put/call ratio have the best Sharpe ratios in the period monitored. The long term interest rate, being sensitive to the economic condition, surprisingly has an excellent predictive effect since 1963. On the other hand, the expected inflation based strategy has quite a bit under performance. We believe it might be due to the inaccurate estimate methodology used.
Table 1: The Best Performance Portfolio of Each Market Timing Strategy
(From start date to 9/9/2009)
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In addition to the live strategies mentioned above, ValidFi also maintains a 360 degree market view page to monitor various indicators and most asset classes trends.
This article only serves as an introduction to the above strategies. We will have more follow up articles to discuss individual strategies in more detail.
Labels: ^VIX, BWX, CFT, CIU, DVY, EFA, HYG, IWM, JNK, LQD, MDY, SHV, SHY, SPY, Strategy_557, Strategy_562, Strategy_564, Strategy_570, TIP, TLT

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