Mean Reversion Trading: Proven Strategies for Higher Returns

If you are looking for a buying opportunity, the price has to be above the 200-day moving average to show that the market is in an uptrend. The profit target (the average) is constantly moving, so traders may opt to update Best swing trading strategies it with the completion of every price bar. To manage risk, a stop-loss has been placed just above the recent swing high that occurred prior to entry.

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• There are many other indicators that you could use for mean reversion trading.
• So, at that significantly lower price, traders and value investors would consider the stock underpriced (undervalued).
• These practices can create artificial price deviations that may not revert to the mean as naturally or predictably as expected.
• Now, let’s take a look at an example of how to trade financial assets using the mean reversion strategy.

This helps to control the loss in the event that the price continues higher instead of going back to the mean. The following is a one-minute chart of the Big Tech share basket, which is an exclusive offering on our platform. While not all movements around the moving are forecastable, many traders could use the average to identify trades in the trending direction. Since a pairs trade involves buying one asset and selling another, you could consider the hedge ratio, which is determined by how much one asset moves relative to the other. If one asset moves 1% per day and the other asset moves 2% per day, the position in the 2% asset should be half of the 1% asset.

So, the data points generally tend toward the mean, and when they significantly deviate from the mean, the chances of going back to the mean are high. The blue line is simply a trend line draw randomly from the bottom to the upper right corner to represent the ascending mean price. As you can see, the price of SPY moves in waves as it ascends and intelligent ecommerce personalization for retailers never goes too long in either direction before it “reverts”.

Mean reversion traders interpret the EMA lines’ growing distance from the midpoint as the instrument deviating from its mean. When it comes to the mean reversion trading system, the use of technical indicators is crucial for identifying when prices are deviating from their average and are likely to revert. Here are some of the best indicators used in reversion to the mean trading strategy. Mean reversion and the efficient market hypothesis present contrasting views on market behavior.

Example Mean Reversion Trading Strategy

At this point, in the downtrend, it’s overboard and very likely to snap back down. Therefore, you could short-sell there and then hold in anticipation of this subsequent decline and then take profits somewhere in this move as shown in points (4) and (5) on the chart. The central idea behind mean reversion is that market fluctuations are temporary and that, over time, asset prices will return to their long-term trends. Prices that touch or move outside these bands might indicate overbought or oversold conditions, respectively, and they tend to bounce back toward the middle band representing the average. Just as the name suggests, mean reversion trading revolves around the idea that asset prices have an average or “mean” level to which they tend to return. For this strategy, you use a 2-day RSI, in combination with a 200-day moving average.

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A stop loss would have been placed below the lowest swing low point. The oversold reading in the RSI made for a perfect entry point to catch the rally. A good trade setup would have been on the down candle after the highest swing point. Still, this isn’t enough to signal a short trade, as the MACD is notorious for given false divergence signals.

If you let your losses get out of control, the expectancy of the system will fall apart, and you’ll end up with a massive drawdown and a huge financial headache. A wide stop loss like 20-40% on a fairly volatile stock will protect your worst case scenario without locking in too many additional losses which destroy the expectancy of the trading system. Once you’ve identified an overbought or oversold condition, the simplest approach is to enter the next bar at the open or today’s bar at the close, expecting a snap back. First, I want to make sure you think about mean reversion trading as a complete system to get you into and out of the market.

Mean reversion is a financial theory that asserts that asset prices and market returns eventually revert to their long-term average levels. Here, you use the moving average indicator to establish the price mean, but you must also determine a level below the moving average that indicates an oversold market. Through trial and error, experimenting with different moving averages and trying out different levels, you can get an estimate of how much the price moves below the moving average before reverting.

Mean reversion forex trading strategy

The mean reversion concept comes into play as the price discrepancy is expected to close, i.e., revert to the mean, once the merger is completed. Risk arbitrage, also known as merger arbitrage, is a strategy that exploits the price discrepancies between the current market price of a stock and the price of the same stock post-merger. Our watch lists and alert signals are great for your trading education and learning experience.

A Bollinger Band is an indicator that measures extremes of price movement by wrapping standard deviation channels around a moving average. The chart below shows the 15-period Bollinger Band with two standard deviations. In this example you can see the 15-bar moving average through the middle of the price. Then, it adds two standard deviations of price above and two standard deviations below. To get an edge in your mean reversion trading strategy, you want to ensure that you are trading in the direction of the primary trend. In the case of the chart shown previously, the primary trend was down.

When an asset’s current market oanda broker price is less than its average past price, it’s considered attractive for purchase. Conversely, if the current price is above the average, it’s expected to fall. Traders and investors use mean reversion for timing of their respective trading and investment strategies. To see the impact on performance of the trading technique using the Seq2Seq LSTM neural network Fig.