Trend Model description
For readers who are unfamiliar with my Trend Model, it is a market timing, or asset allocation, model which uses trend following techniques as applied to commodity and global stock market prices to generates a composite Risk-On/Risk-Off signal (risk-on, risk-off or neutral). I have begun updating readers on the Trend Model signals on a weekly basis (for the last weekly comment, see The adults are back at their desks. Sell?) and via Twitter (@humblestudent) as new developments occur.
The chart below shows the actual (not back-tested) changes in the direction of the signal, which are indicated by the arrows, overlaid on top of a chart of the SP 500. You can think of the blue up arrows, which occurred when the trend signal changed from negative to positive, as buy signals and the red down arrows, which occurred when the trend signal changed from positive to negative, as sell signals.
Trend Model Signal History
A proof of concept
While the results from the above chart representing paper trading is always interesting, there is no substitute for actual performance. As a proof of concept, I started to manage a small account that traded long, inverse and leveraged ETFs on the major US market averages and, on occasion, sector and industry ETFs. Trading decisions were based on Trend Model signals combined with some short-term sentiment indicators. The inception date of the account was September 30, 2013 and the chart below represents an interim report card of that account.
A good December
The account was up 7.8% in December, 40.9% for one year and 44.0% from inception (September 2013). However, I would also like to point out that turnover averaged about 200% per month, so this strategy is not for everyone.
In line with the results for the second half of 2014, this strategy continue to be promising:
- Returns are strong and the Trend Model is performing better than expected.
- Returns are highly diversifying compared to major asset classes. They are uncorrelated with equities (correlation of -0.24 with SPY) and bonds (-0.30 with AGG).
The chart below shows the distribution of month returns and these results are also encouraging at a number of different levels:
Ponzi scheme like returns?
These results seem too good to be true. An article in FINalternatives entitled "5 signs your surefire hedge fund investment is a Ponzi Scheme" indicates that this Trend Model trading strategy fits many of the criteria:
Nevertheless, points 1 and 2 does raise some red flags about the current investment environment. 2014 was an extraordinary year for stock prices as the SPX more or less went up in a straight line and drawdowns were very low by historical standards. This kind of environment tends to be very kind to trend following models like the one that I am employing.
As a demonstration of the unusually stable condition of stock prices, the Sharpe ratio for a simple investment in SPY over the same period was an astounding 2.2! By way of comparison, the long term Sharpe ratio realized by investment legends like Warren Buffett, George Soros and Julian Robertson ranged from 0.8 to 1.0 (see The hedge fund shakeout continues).
For a slightly different perspective, the chart below shows the monthly return distributions for SPY over the same period. Note that the scales are different from the chart above of the Trend Model account return distributions and the correlation of returns between the two series is -0.24. Nevertheless, the analysis provided by this chart does show the extraordinarily stable and positive returns exhibited by equities over the time in question.
2015 could be an acid test year
I believe that the market environment is likely to turn less friendly for both stocks and the Trend Model trading strategy in 2015. In a recent market review, I postulated a positive year for US stock prices but with a much higher (see 2015: Bullish skies with scattered periods of volatility). Trend following models do not perform well in choppy markets. We saw a recent example of this in October 2014, when the account eked out a return of 1.4% after seeing a MTD return oscillate from a low of -6% and high of 10%.
The stock market does see increased volatility as I had forecasted, then the choppiness will indeed be an acid test for this trend following strategy. Positive returns during these volatile periods will lean more on the short-term sentiment models that I use to better assist the main trend following model to calibrate both entry and exits as well as the magnitude of position commitment.
To summarize, results continue to be promising for this model. Readers who want to monitor the signals of the Trend Model to subscribe to my blog posts here, which include Trend Model updates, or follow me via Twitter @humblestudent.
- Returns are consistently positive, with 73% batting average.
- The strategy seems to be cutting losses and letting winners run. Though the data sample is still small, the chart below seems to display a bell-shaped return pattern with the left tail cut off, indicating that losses are limited.
Ponzi scheme like returns?
These results seem too good to be true. An article in FINalternatives entitled "5 signs your surefire hedge fund investment is a Ponzi Scheme" indicates that this Trend Model trading strategy fits many of the criteria:
- It sounds too good to be true.
- Overly consistent returns.
- The investment is only offered because of your religion, or membership in a group, club or family.
- Secrecy is required in connection with the investment.
- Roadblocks are put up when you try to withdraw the money.
Nevertheless, points 1 and 2 does raise some red flags about the current investment environment. 2014 was an extraordinary year for stock prices as the SPX more or less went up in a straight line and drawdowns were very low by historical standards. This kind of environment tends to be very kind to trend following models like the one that I am employing.
As a demonstration of the unusually stable condition of stock prices, the Sharpe ratio for a simple investment in SPY over the same period was an astounding 2.2! By way of comparison, the long term Sharpe ratio realized by investment legends like Warren Buffett, George Soros and Julian Robertson ranged from 0.8 to 1.0 (see The hedge fund shakeout continues).
For a slightly different perspective, the chart below shows the monthly return distributions for SPY over the same period. Note that the scales are different from the chart above of the Trend Model account return distributions and the correlation of returns between the two series is -0.24. Nevertheless, the analysis provided by this chart does show the extraordinarily stable and positive returns exhibited by equities over the time in question.
2015 could be an acid test year
I believe that the market environment is likely to turn less friendly for both stocks and the Trend Model trading strategy in 2015. In a recent market review, I postulated a positive year for US stock prices but with a much higher (see 2015: Bullish skies with scattered periods of volatility). Trend following models do not perform well in choppy markets. We saw a recent example of this in October 2014, when the account eked out a return of 1.4% after seeing a MTD return oscillate from a low of -6% and high of 10%.
The stock market does see increased volatility as I had forecasted, then the choppiness will indeed be an acid test for this trend following strategy. Positive returns during these volatile periods will lean more on the short-term sentiment models that I use to better assist the main trend following model to calibrate both entry and exits as well as the magnitude of position commitment.
To summarize, results continue to be promising for this model. Readers who want to monitor the signals of the Trend Model to subscribe to my blog posts here, which include Trend Model updates, or follow me via Twitter @humblestudent.
6 comments:
Outstanding post - especially the self analysis of your trend model! :-)
I am interested in more detail on your Trend Model. Do you share the inputs or is it black box?
AlphaDow,
If you read the post, it states:
For readers who are unfamiliar with my Trend Model, it is a market timing, or asset allocation, model which uses trend following techniques as applied to commodity and global stock market prices to generates a composite Risk-On/Risk-Off signal (risk-on, risk-off or neutral).
Are you able to backtest your model assuming 2015 SPY turns out to be exactly like (daily trading pattern) these past years:
1. 1955
2. 1985
3. 1995
Would be very curious to see the general results even if some of the discretionary factors ("human" intervention in day trading) cannot be simulated ...
If my base case is that 2015 will be like those three "bullish SPY" years, then should I just "buy and hold", or try to make even more money by trading intermediate cycles based on sentiment and other elements of your Trend Model ...
Thanks!
WimpyInvestor -
Sorry, can't go back that far in a backtest. Just remember that backtests have severe limitations and there is no substitute for an actual track record with real money.
I've asked a similar question before, so please excuse the repetition. I was wondering if you could go back over 2014 and use just SPY when you issued a buy or sell signal. I was curious what an apples to apples comparison between your realtime results and buy-and-hold for last year were.
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