CFDs are complex instruments and come with a high risk of losing money rapidly due to leverage. 67% of retail investor accounts lose money when trading CFDs with this provider.
You should consider whether you understand how CFDs work and whether you can afford to take the high risk of losing your money.

CFDs are complex instruments and come with a high risk of losing money rapidly due to leverage. 67% of retail investor accounts lose money when trading CFDs with this provider.
You should consider whether you understand how CFDs work and whether you can afford to take the high risk of losing your money.

Moving Average Convergence/Divergence

Better understand the moving average convergence/divergence (MACD), a key technical analysis indicator that captures changes in the momentum of a price movement. It integrates data from different moving averages to surface opportunities around support and resistance levels.

What is the Moving Average Convergence/Divergence?

The Moving Average Convergence/Divergence or MACD is a widely-used form of technical analysis.  It’s a hybrid indicator, combining elements of both momentum and moving-average analysis to measure momentum in price movements. It comprises three lines: the MACD Line, the Centre Line, and the Signal Line. Analysis can also be extended to include a histogram.

  • The MACD Line is the difference between two exponential moving averages plotted around a centre line.
  • The Centreline is the point at which the two moving averages are equal.
  • Along with MACD and the Centreline, the Signal Line tracks the exponential moving average of the MACD.

As a measurement, MACD compares short-term momentum to longer-term momentum, which can help signal the current direction of energy.

In 2018, household consumption only generated around 39% of GDP in China (from approximately 35% in 2010). The outlook, however, is already changing rapidly. The services sector accounts for around 52% of GDP (about 48% being industry and construction). This rebalance has further to go, and in the years ahead of the services data will provide an increasingly important view of the transition. For now, both consumer and industrial data hold similar weighting for China.

In Germany, industry and export are still key economic factors, and consumer spending is less prominent than the US or UK. German household consumption drives around 52% of GDP, with the broader services sector around 62%. When looking at German data (which by extension impacts on the Eurozone), as with China, there is a relatively equal weighting given to industrial and consumer indicators.

Consumer spending can have a significant impact on the performance of domestic investments such as currencies, bonds and equities. The scale of the effects will vary from country to country

MACD Histograms

Another aspect of the MACD indicator often found on charts is the MACD histogram (or Forest as some software programmes may refer to it). The histogram is plotted on the centre line and represented by bars. Each bar is the difference between the MACD and the Signal line.

The higher the bars are in either direction, the greater the distance between the MACD and Signal lines, which implies more significant momentum behind the direction towards which the bars point. 


Reading the MACD and Signal Lines

When the MACD Line is positive (above the zero-neutral line) it signals that the shorter-term moving average (i.e. on a daily chart, the 12-day exponential moving average) is above the longer-term moving average (i.e. the 26-day exponential moving average).

 When the nearer-term average price is higher than the longer-term average price, it suggests that the price momentum is getting stronger. Therefore, a positive MACD suggests the current price has upward momentum. 

When the MACD is negative (below the zero line), it signals that the shorter-term is below the longer-term, which suggests that the current price has downside momentum. 

As the two moving averages cross over each other, the MACD line will cross over the centre line. When this happens, it suggests that the MACD lines can be used to signal bullish or bearish trends depending upon their configuration.

In Figure 1 (above), the MACD and Signal lines are rising in early September 2019, but still below the zero line. This could mean that the market rebound is still just a bear market recovery. However, as the trend strengthens, the shorter moving average crosses above the longer moving average and the MACD Line pushes above neutral into positive territory above zero. This now implies a strengthening outlook for the price. Once the Signal line also moves into positive territory, the trend is considered to be bullish.

Trading with MACD

Crossovers and Kisses

 The Signal Line can also be used to generate trading signals. Being an exponential moving average of the MACD Line, the Signal Line will naturally lag behind the MACD. However, when the MACD Line begins to converge back towards the Signal Line, you can start to see trading signals. It’s at that point you should look for a “Crossover” or a “Kiss”.

 When the MACD Line crosses over the lagging Signal Line, this indicates a reversal in the trend.

  • A “bull cross” is where the MACD Line crosses back above the Signal Line.
  • A “bear cross” is where the MACD line drops below the Signal Line. These are both reversal signals.

However, if the two lines converge and “kiss” before moving back in the original direction, this can also be a powerful continuation signal.

  • A “bull kiss” is a positive continuation in an uptrend.
  • A “bear kiss” is a negative continuation signal in a downtrend.

Figure 2: MACD crossovers and kisses on GBP/USD


Technical analysts would look for divergences in either the lines or the histogram. These are an early indication of slowing of the strength of the trend (in either direction).


In Figure 3 below, the MACD lines post a second higher bull cross buy signal for EUR/USD in late December 2016. This is a bullish divergence as the price has continued to fall. Note how the MACD histogram also exhibits a bullish divergence with the price. These positive signals mark the long-term low.

Figure 3: MACD bullish divergences on Euro/Dollar

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