Backtesting the $SPY (S&P 500): SMA 10/100 System

The simplest ideas are often some of the best. This is a mantra that should often be repeated by traders and investors. The simplest ideas persistently produce profits for long periods of time. I don’t know if this is because they are so simple that they are ignored or because they identify and exploit the structural architecture of markets.

The Rules:

  • Buy SPY at the next open after the 10 day simple moving average closes above the 100 day simple moving average
  • Sell SPY a the next open after the 10 day simple moving average closes beneath the 100 day simple moving average
  • I have not included any commissions or slippage. All SPY history was used for this test.

The Results:

Upon first glance, the equity curve and drawdowns both look promising. It fared well during the Armageddon trade of 2008 but has missed some of the rally from 2011 to the present.

Let’s dig deeper into the system’s statistics:

The 5.73% compound annual growth rate did not beat SPY buy and hold which was 6.58% over the same time period. However, the buy and hold drawdown was significantly worse at -56.47% against the 10/100 system maximum drawdown of -35.81%. Since the system does make many more trades than buy and hold, once commissions and slippage are factored in, results would be worse. Note too that trading the open is hard to replicate using all but the most expensive data packages because of how the opening price is reported by the exchanges. I would feel safer replicating trading at the close.

Let’s look at the historical profits and losses:

As the stats show, and as the author indicated, this is a trend following system. This means we can expect the system to take many small losses and gather fewer large wins. Over time, the large wins make up for the many small losses. This should be intuitive. Markets do not trend all the time. Small losses are taken until the market embarks upon a strong trend.

Reading about a trend following system can be awe-inspiring as 20 years worth of profits can be encapsulated in one graph. From experience, trading such a system is entirely different. It can seem like a lifetime when the system is whip-sawed over a year or so before it catches another winning trend. Perhaps this is another reason why these simple system can endure over time. Most people can not trade them consistently and long enough to significantly erode the edge.

Profit Distributions:

I included this graph because it shows the typical trend following system profit distribution: Many small losses with fewer large wins.

The Bottom Line:

Overall, the 10/100 system is viable in that one is not likely to lose his starting equity if his life saving were to be thrown into it. If the goal is to beat buy and hold and decrease the associated drawdowns, the system is not viable. It does occur to me though that trading the SPY 10/100 system may be a good way to start trend following or system trading in that it is like learning how to ride a bike with training wheels…You can’t go very fast but you have some protection against crashes.

One final note. I backtested the system to 1928 using the non-tradeable S&P 500 index, and the results were remarkably similar to those above. This tells me that this system is not likely to break down or get much better. It will over and under-perform depending on the differing market regimes, but over time the performance should remain remarkably average with the benefit of decreased drawdowns.


Ariel Silahian



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