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Mean reversion strategy

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mean reversion strategy

Developed by Larry Connors, the 2-period RSI strategy is a mean-reversion trading strategy designed to buy or sell securities after a corrective strategy. The strategy reversion rather simple. Connors suggests looking for buying opportunities when 2-period RSI moves below 10, which is considered reversion oversold. Conversely, strategy can look for short-selling opportunities when 2-period RSI moves above This is mean rather aggressive short-term strategy designed to participate in mean ongoing trend. It is not designed to identify major tops or bottoms. Before looking at the details, note that this article is designed to educate chartists on possible strategies. We are not presenting a stand-alone trading strategy that can be used right out of the box. Instead, this article is meant to enhance strategy development and refinement. There are four steps to this strategy and levels are based on closing prices. Reversion, identify the major trend using a long-term moving average. Connors advocates the day moving average. The long-term trend is up when strategy security is above its day SMA and down when a security is below its day SMA. Traders should look for buying opportunities when above the day SMA and short-selling opportunities when below the day SMA. Second, choose an RSI level to identify buying or selling opportunities within the bigger trend. Connors tested RSI levels between 0 and 10 for buying, and between 90 and for selling. Connors found that returns were higher when buying on an RSI dip below 5 than on an RSI dip below In other words, the lower RSI dipped, the higher the reversion on subsequent long positions. For short positions, the returns were higher when selling-short on an RSI surge above 95 than on a surge above In other words, the more short-term overbought the security, the greater the subsequent returns on a short mean. The third step involves the actual buy or sell-short order and the timing of its placement. Chartists can either watch the market near the close and establish a position just strategy the close or establish a position on the next open. There are pros and cons to both approaches. Connors advocates the before-the-close approach. Buying just before the close means traders are at the mercy of the next open, which could be with a gap. Obviously, this gap can enhance the new position or strategy detract with an adverse price move. Waiting for the open gives traders more flexibility and reversion improve the entry level. The fourth step is to set the exit point. This is clearly a short-term strategy strategy that will produce quick exits. Chartists should also consider a trailing stop or employing the Parabolic SAR. Sometimes a mean trend takes hold and trailing stops will insure that a position remains as long as the trend extends. Where are the stops? Connors does not advocate using stops. Yes, you read right. While the market does indeed have an upward drift, not using stops can result in outsized losses and large drawdowns. It is a risky proposition, but then again trading is a risky game. Chartists need to decide for themselves. The chart below shows the Dow Industrials SPDR DIA with the day SMA red5-period SMA pink and 2-period RSI. A strategy signal occurs when DIA mean above the day SMA and RSI 2 moves to 5 or lower. A bearish signal occurs when DIA is below the day SMA and RSI 2 moves to 95 or higher. There were seven signals over this month period, four bullish and three bearish. Of the four bullish signals, DIA moved higher three of four times, which means these could have been profitable. Of the three bearish strategy, DIA moved lower only once mean. DIA moved above mean day SMA after the bearish signals in October. Once above the day SMA, 2-period RSI did not move to 5 or lower to produce another buy signal. As far as a gain or loss, it would depend on the levels used for the stop-loss and profit taking. The second example shows Apple AAPL trading above its day SMA mean most of the timeframe. Reversion were at least ten buy signals during this strategy. It would have been difficult to prevent losses on the first five strategy AAPL zigzagged lower from late February to mid June The second five signals fared much better as AAPL zigzagged higher from August to Reversion. Looking at this chart, it is clear that many of these signals were early. In other words, Apple moved to new lows after the initial buy signal and then rebounded. As with all trading strategies, it is important to strategy the signals and look for ways to improve the mean. The key is mean avoid curve fitting, which decreases reversion odds of success in the future. Strategy noted reversion, the RSI 2 strategy can be early because the existing moves often continue after the signal. The security can continue higher after RSI 2 surges above 95 or lower after RSI 2 plunges below 5. In an effort to remedy this situation, chartists should look for some sort of clue that prices have actually reversed after RSI 2 hits its extreme. This could involve candlestick analysis, intraday chart patterns, other momentum oscillators or even tweaks to RSI 2. RSI 2 reversion above 95 because strategy are moving up. Establishing a short position while prices are moving up can be dangerous. Chartists could filter this signal by waiting for RSI 2 to move back below its centerline Similarly when a security is trading above its day SMA and RSI 2 moves below 5, chartists could filter this signal by waiting mean RSI 2 to move above This would signal that prices have indeed made some sort of reversion turn. The chart above shows Google with RSI 2 signals filtered with a cross of the centerline There were good signals and reversion signals. Notice that the October sell signal did not go into effect because GOOG was above the day SMA by the time RSI moved below Also note that gaps can wreak havoc on trades. The mid July, mid October and mid January gaps occurred during earnings season. The RSI 2 strategy gives traders a reversion to partake in an ongoing trend. Connors states that traders should buy pullbacks, not breakouts. Conversely, traders should sell oversold bounces, not support breaks. This strategy fits with his philosophy. Even though Connors' tests shows that stops hurt performance, it would be prudent for traders to mean an exit and stop-loss strategy for any trading system. Traders could exit longs when conditions become overbought or set a trailing stop. Similarly, traders could exit shorts when conditions become oversold. Keep in mind that this article is designed as a starting point for trading system development. Use these ideas to augment your trading style, risk-reward preferences and personal judgments. Below is code for the Advanced Scan Workbench that Extra members can copy and paste. From the creators of the RSI 2 strategy, mean book details more trading strategies and includes a chapter on exits. Connors also shows the details of his back-tests and provides guidelines to improve trading results. Market data provided by: Commodity and historical index data provided by: Unless otherwise indicated, all data is delayed by 20 minutes. The information provided by StockCharts. Trading and investing in financial markets involves risk. You are responsible for your own investment decisions. Log In Sign Up Help. Free Charts ChartSchool Blogs Webinars Members. Table of Contents RSI2. RSI 2 Buy Signal: Short Term Trading Strategies that Work Larry Connors and Cesar Alvarez. Sign up for our FREE twice-monthly ChartWatchers Newsletter! 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