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Cumulative RSI System

September 16, 2013 by Andrew Selby 13 Comments

The 2-period Relative Strength Index (RSI) can work as a short-term trade entry signal. After providing plenty of supporting evidence in their book, Short Term Trading Strategies That Work, Larry Connors and Cesar Alvarez went on to discuss a system that would make use of this powerful entry signal.

About The System

The Cumulative RSI System is built to take advantage of the power of using the 2-period RSI to identify short-term oversold conditions. The system exclusively trades the long side, targeting markets that are above their 200 day simple moving average (SMA). The goal of each trade is to identify a market that has been trending higher but is currently puling back. The RSI indicator provides the signal that the pullback has gone too far and a bounce is likely.

In order to enhance the RSI indicator, Connors and Alvarez added the cumulative element. Rather than simply taking the current RSI value, they chose to add up the RSI values of the past X number of days. For all of their testing, they used a value of 2 for X. This means that they simply added the RSI values of the most recent two closes.

They also introduced Y as a second variable that would represent the cumulative RSI value that would signal an entry. This means that, provided the long-term SMA condition was met, the system would enter a trade on the long side anytime the cumulative RSI value dropped below Y. In their testing they used values of 35 and 50 for Y. Keep in mind that this Y value is the sum of two RSI values, which means it will be larger than standard RSI values.

Once a trade is signaled, the long position is held until the 2-period RSI closes above 65. This is the standard RSI number, not the cumulative number. Connors and Alvarez actually suggest that you could use a number of different exit signals. Clearly, they do not place a great deal of importance on the exits. Since this is the one that they tested, it will be what we use for this system.

RSI system

Trading Rules

Enter Long When:
Price > 200 SMA
Cumulative 2-Period RSI for X days < Y

Exit Long When:
2-Period RSI > 65

Backtesting Data

Connors and Alvarez backtested this system using two different Y values. Both tests were conducted on the SPY from January of 1993 through December of 2007. They used a value of 2 for X in both tests.

For the first backtest, they used a Y value of 35, which would represent two closing RSI values that average to be 17.5. This test produced 50 trade signals over almost 15 years. The system was profitable on 88% of those trades and made an average of 1.26% on each trade. The average holding period for a trade was 3.7 days.

For the second backtest, they raised the Y value to 50, which represented two consecutive closes that average a 2-period RSI of 25. By raising they Y value, they were hoping to generate more trade signals without cutting down on the system’s profitability. This test generated a total of 105 trades over the same 15 year period. The system was profitable on 85.47% of those trades and made an average profit of 1.05% on each trade. This test actually had an even smaller average trade length of only 3.57 days.

Connors and Alvarez reported that they also tested the system on other indexes and ETFs and received similar results.

System Analysis

As it turns out, increasing the Y value doubled the number of trades, but had a much smaller impact on returns. It would be very interesting to test more combinations of X and Y values to see how adjusting them affects overall returns. In order for a system to be worth trading, it has to be profitable, but it also has to provide enough trade signals. There is no point trading a system that never produces trade signals, even if it has ridiculously high profitability numbers. The second test was able to produce twice the number of trades, but that still only amounted to an average of about seven trades per year.

One interesting aspect that Connors and Alvarez point out is that the second test was able to capture most of the gains of the SPY while only being in the market about 20% of the time. Because the system trades quickly and infrequently, it is possible that we could augment its returns by putting the capital to work somewhere else between trades.

Improving The System

The thing that I find most appealing about this system is its flexibility. The two variables can be used to adjust the ratio of trades to profitability. The authors themselves suggest that there are a number of exit options that could be used. Finally, trading this system would afford you the ability to do something else with your capital while the system is not in the market.

It would be very interesting to see if we could improve on the returns that Connors and Alvarez published by testing different variables, adding a hard stop-loss to protect our capital, and investing the capital in something safe like T-bills while it was not trading. Given all of those options to improve, the Cumulative RSI System is very interesting, and it is all based on a very impressive and well researched entry signal.

Filed Under: Test your concepts historically Tagged With: relative strength, RSI

Comments

  1. Andy Chilcott says

    September 17, 2013 at 02:58

    Interesting. I have looked at it on my charts but rather than entering when the RSI falls below 35, it looks more profitable to enter when the RSI rises above 35 with an exit at 65. Not sure how I would set a SL though. I will see if I can test this manually and who knows it maybe worth an EA.

    Regards

    Andy

    Reply
    • Shaun Overton says

      September 17, 2013 at 03:13

      Thanks for taking a look. Please let us know if you come across anything interesting.

      Reply
  2. Andy Chilcott says

    September 18, 2013 at 07:55

    Hi Shaun,

    I hope you dont mind but have posted some comments regarding this, including links to this and the Developing a System Around an RSI Entry blogs on a babypips forum.

    http://forums.babypips.com/free-forex-trading-systems/57634-rsi-2-strategy.html

    It will be interesting to see the response.

    Reply
    • Shaun Overton says

      September 18, 2013 at 11:06

      That’s great, Andy. I appreciate the link.

      I believe that you’d do well to follow a system – even one that doesn’t work – while you’re still new to trading. Learning to trade is such an open-ended problem that it’s hard to know how to teach yourself the skill. Following a system forces you to behave in a consistent way. The consistent behavior gives you the opportunity to get more feedback from the market about what’s working and what isn’t.

      I’m 100% confident that the throw mud at the wall approach and see what sticks doesn’t get anyone anywhere. It’s better to just put your head down and go for something specific – just like you’re doing. Good luck and keep me posted on your progress!

      Reply
  3. Ali says

    November 29, 2016 at 13:22

    Hi Shaun; the cumulative RSI of last 2 bars can be subtituted by calculating the average of RSI of last 2 bars then use a normal Y level such as 17.5.

    this is basically RSI smoothing indicator

    Reply
    • Shaun Overton says

      November 29, 2016 at 16:47

      Great insight.

      Reply
  4. Hmmmm says

    November 29, 2016 at 13:31

    Then there’s this guy who at https://www.youtube.com/watch?v=pNLf_G62yoc boldly claims that “The RSI doesn’t work.” Oh well…

    Reply
    • Shaun Overton says

      November 29, 2016 at 14:21

      The RSI doesn’t work. As I stated in the email that led you to read the article, what I hope people learn from this post is the thought process that goes into deciding whether or not something works. The Cumulative RSI Strategy is from Connors & Alvarez. It’s not one that I adopted or that I promote.

      Reply
    • Double Hmmmmmm says

      November 29, 2016 at 16:44

      Good comment Hmmmmmm, I totally agree with you

      Reply
  5. FeelinEdgy says

    November 29, 2016 at 13:44

    By deciding to only trade the long side on an instrument that performs better during the test period on long signals, the system is decidedly biased, which means any perceived “edge” is not genuine and accordingly said system will likely fail long term and/or in other markets.

    Reply
    • Shaun Overton says

      November 29, 2016 at 14:26

      Yes, that’s very true. However, the USD is also a permanently inflationary currency. Stocks in inflationary currencies rise: look at Turkey’s stock market or Venezuela if you want an over-the-top example. If you know or have good reason to expect permanent inflation, then it’s perfectly reasonable to only take long signals for trading stocks. The emphasis of their book is for trading ETFs.

      The USD is a fantastic example of an inflationary currency. $0.03 in 1913 dollars, when the Fed was created, only has the purchasing power of $1 in today’s money. It’s perfectly reasonable to expect more of the same (ie, a permanent bullish tilt to US stocks).

      Reply
  6. Noble kc Elijah says

    November 29, 2016 at 23:06

    forex is too difficult I still need a help something that can dictate the trend.

    Reply
    • Shaun Overton says

      November 30, 2016 at 10:00

      That’s the most difficult problem in quant finance. We all need that tool.

      Reply

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