Todays post will be a continuation of my indicator series of posts which try to explain the mathematical meaning of different indicators and how they can be used successfully to create sound automated trading strategies. The indicator series aims to make emphasis on the importance of understanding the nature of indicators to really know how they can be used successfully in trading. Success when using indicators does not come from just "blue line crosses red line" but from a true understanding of the underlying relationship between the data displayed and the price charts your looking at. This post will focus on the famous MACD indicator created in the 1970s by Gerald Appel.
So what is the MACD indicator ? The MACD, or "moving average convergence-divergence" indicator is nothing more than an expansion onto the idea of moving averages. The indicator has many componente but originally Gerald Appel designed it to have only two : a main line and a signal line. The main line is the difference between to exponential moving averages and the signal line is an exponential moving average of this difference. The histogram, introduced in the 1980s in mainly the difference between the MACD main line and the signal line. The following is a small summary of the tradigional setup (12,26,9).
MACD main line = 26 period EMA - 12 period EMA
MACD signal line = 9 period EMA of the MACD main line
MACD histogram = main line - signal line
But what does this tell us ? I usually look at the MACD as an expansion of the moving average concept. As I told you on the first post on the indicator series - which discussed moving averages - the difference between two moving averages could be interpreted as a sort of "derivative" of averaged price action : A velocity. This is why I usually think of the MACD as the markets speedometer. The MACD main line tells us about the velocity in which price is changing while the histogram tells us the difference between the main line and the signal line which is a measure of the changes in the main line or also a measure of the acceleration of price action (a sort of second derivative of price action). (on a small note, the MACD in mt4 does not display the signal line, only the main line and histogram, they might have considered the introduction of the signal line redundant as crosses between this line and the main line are signaled by the histogram crossing the zero line).
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-Traditionally the MACD is traded in different ways with most of them corresponding to different changes in price action. For example, a cross of the main line through the zero line simply means that the difference between the 26 and 12 emas is zero, that is, the moving averages are crossing. If you trade these signals it would be nothing different than trading a traditional EMA cross. You can also trade crosses of the signal and main lines which would mean that there is a change in the "velocity" of price action. That is, price movement in that direction is "slowing down". That would be the same thing as trading the cross of the histogram through the zero line, since the histogram signals the difference between this two lines. Now the best possible signals of the MACD would come from changes in acceleration, which would go before changes in velocity and would be the most early signals of the MACD. However the tops/bottoms of the MACD histogram are impossible to predict since usually several tops/bottoms can form before any meaningful change in velocity (a cross of the histogram through the zero line). An attempt to do this lies in trading the MACD histogram "divergence" signals with price, such trading is incredibly discretionary and not subject to automation.
Truth be told, the MACD, based on moving averages, has some of the same inherent disadvantages of these indicators with the advantage that the "speedometer" feature of the MACD allows for better entries into the market. However developing an automated trading system using a MACD is not that easy. Usually the problem is that the MACD fails under even only mildly volatile markets due to the sharp changes in velocity that the indicator lags behind. The MACD velocity signals (crosses of the histogram through the zero line) would probably be the best and easiest to implement in coding but a lot of effort must be put in using adaptive money management techniques and exits on MACD signals from a MACD with faster settings which may be able to get the system out of losing trades quickly. Definitely exits will be the most important aspect of a MACD based system. A combination of the MACD signals is also not out of the question. Do you have any ideas for an automated trading strategy using the MACD indicator taking into account all the above ? Make sure you share them with us on the comments :o).
If you would like to learn more about my work with automated trading systems and how you too can learn to develop your own systems with long term profitable results please consider buying my ebook on automated trading or subscribing to my weekly newsletter to receive updates and check the live and demo accounts I am running with several expert advisors. I hope you enjoyed the article !
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