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Mean Reversion w/ Bollinger Bands

Script from: TradingView

LongTerm

Mean reversion

Bot

Volatility

The Mean Reversion w/ Bollinger Bands strategy triggers a buy when the price dips below the lower Bollinger Band and a sell when it exceeds the upper band. Optimized for the S&P 500, this approach generates buy opportunities in undervalued conditions, suitable for long-term investment portfolios. Its effectiveness was notable during the COVID-19 market drop, indicating its potential beyond day trading.

XRP / TetherUS (XRPUSDT)

+ Mean Reversion w/ Bollinger Bands

@ Daily

2.53

Risk Reward

311.44 %

Total ROI

236

Total Trades

Shiba Inu / United States Dollar (SHIBUSD)

+ Mean Reversion w/ Bollinger Bands

@ Daily

2.12

Risk Reward

29.59 %

Total ROI

77

Total Trades

Bitcoin SV/Tether (BSVUSDT)

+ Mean Reversion w/ Bollinger Bands

@ Daily

2.07

Risk Reward

149.72 %

Total ROI

171

Total Trades

TetherUS / USD (USDTUSD)

+ Mean Reversion w/ Bollinger Bands

@ 15 min

2.05

Risk Reward

1.42 %

Total ROI

322

Total Trades

Cosmos / TetherUS (ATOMUSDT)

+ Mean Reversion w/ Bollinger Bands

@ Daily

1.96

Risk Reward

152.04 %

Total ROI

156

Total Trades

Premium users only

Premium users can access all backtests with a Risk/Reward Ratio > 3

@ Daily

14.81

Risk Reward

104.19 %

Total ROI

75

Total Trades

Premium users only

Premium users can access all backtests with a Risk/Reward Ratio > 3

@ 4 h

9.78

Risk Reward

9.61 %

Total ROI

17

Total Trades

Delta Air Lines, Inc. (DAL)

+ Mean Reversion w/ Bollinger Bands

@ Daily

2.42

Risk Reward

244.97 %

Total ROI

398

Total Trades

Palantir Technologies Inc. (PLTR)

+ Mean Reversion w/ Bollinger Bands

@ Daily

2.33

Risk Reward

43.76 %

Total ROI

81

Total Trades

Marvell Technology, Inc. (MRVL)

+ Mean Reversion w/ Bollinger Bands

@ Daily

2.26

Risk Reward

712.11 %

Total ROI

488

Total Trades

Zscaler, Inc. (ZS)

+ Mean Reversion w/ Bollinger Bands

@ 4 h

2.22

Risk Reward

131.20 %

Total ROI

272

Total Trades

Sunrun Inc. (RUN)

+ Mean Reversion w/ Bollinger Bands

@ Daily

2.17

Risk Reward

155.09 %

Total ROI

213

Total Trades
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Guide

How does the Mean Reversion w/ Bollinger Bands strategy work ?

The Mean Reversion w/ Bollinger Bands strategy is designed for potential long-term investment benefits, utilizing the concept that prices tend to revert back to the mean. Specifically, this script:

  • Purchases when the price drops below the lower Bollinger Band, suggesting the asset is potentially undervalued.
  • Sells when the price rises above the upper Bollinger Band, indicating the asset might be overvalued.
  • Employs a combination of simple moving averages (SMA) to define the trading bands, with a general focus on the S&P 500 index. Though, the script allows for experimentation with other assets.
  • Incorporates the Relative Strength Index (RSI) as a filter, where a buy signal is confirmed if RSI is below 50, implying bearish momentum.
  • Defines the quantity to purchase based on current equity, ensuring proportional positioning relative to the account size.
  • Operates with a view that long-term trend signals may yield better results in an investing context versus short-term trading.

This approach has demonstrated efficacy during market downturns, like the COVID-19 bear market, where it signaled multiple buying opportunities.

How to use the Mean Reversion w/ Bollinger Bands strategy ?

This trading strategy employs Bollinger Bands as volatility indicators and multiple moving averages (50, 100, 150, 200) to determine the trend, alongside RSI for momentum. Buys when price is below the lower Bollinger Band and RSI is under 50 if not already excessively positioned; sells when price is above the upper Band and RSI is over 50.

To trade this strategy manually on TradingView:

  • Add Bollinger Bands indicator with a 20 period SMA and a standard deviation multiplier of 2.
  • Plot four moving averages (SMA) with periods of 50, 100, 150, and 200 to gauge trend direction.
  • Include the RSI (14 period) for measuring momentum.
  • Entry Condition: Buy when the closing price is below the lower Bollinger Band and the RSI is below 50, provided you are not holding a position that is equal to or greater than 5 times the unit size you intend to buy.
  • Exit Condition: Sell when the closing price is above the upper Bollinger Band and the RSI is above 50, if you have an open position.

How to optimize the Mean Reversion w/ Bollinger Bands trading strategy ?

To enhance the Mean Reversion w/ Bollinger Bands strategy for manual trading, a multifaceted approach should be adopted that includes dynamic position sizing, advanced market entry techniques, integration of additional technical indicators for confirmation, and rigorous backtesting across diverse market conditions.

Dynamic Position Sizing: Instead of a fixed unit count, implement a position sizing strategy that adjusts based on the volatility of the asset. A higher volatility could imply a smaller position to reduce risk, while lower volatility could allow for a larger position.

  • Apply the Average True Range (ATR) indicator to measure market volatility.
  • Adjust the number of units or percentage of capital to risk based on current ATR readings.

Advanced Market Entry Techniques: Rather than entering the market immediately upon signal generation, use price action or a lower timeframe to fine-tune the entry point. This helps avoid potential false signals and improves the risk-reward ratio.

  • Utilize candlestick patterns like hammers or bullish engulfing at the lower Band for additional confirmation of a rebound.
  • Consider scaling into positions to average the entry price and minimize the impact of price spikes.

Technical Indicators for Confirmation: Add indicators that can provide additional layers of confirmation to bolster the reliability of the signals.

  • Integrate the Moving Average Convergence Divergence (MACD) to confirm the momentum.
  • Use an oversold reading on the Stochastic Oscillator along with the RSI below 50 for buy signals.

Rigorous Backtesting: Test the revised strategy across various historical periods and market conditions to evaluate its robustness. Different assets should be used for testing to ensure versatility and adaptability of the strategy.

  • Conduct backtesting on both bullish and bearish market phases.
  • Analyze the strategy's performance on alternative indexes, commodities, or FX pairs, adjusting parameters as necessary for each asset class.

Furthermore, trading journals and performance metrics should be employed as part of an ongoing process. By meticulously recording trades and outcomes, the strategy can be refined over time based on empirical evidence, with adjustments made for market seasonalities or the trader's personal risk tolerance.

For which kind of traders is the Mean Reversion w/ Bollinger Bands strategy suitable ?

This particular strategy is tailored for traders who favor a mean reversion approach, and it aligns well with a swing trading style. It is ideal for those who have the patience to wait for price extremes and aim to capitalize on the subsequent moves back toward a moving average. Traders employing this strategy should be comfortable with holding positions for several days or potentially weeks to allow the reversion to the mean to materialize. The nature of this approach also suits long-term investors who are looking to enter and exit positions at theoretically undervalued and overvalued price points, respectively.

  • Prefer a systematic, rules-based trading approach.
  • Have a good understanding of technical analysis and indicators like Bollinger Bands and RSI.
  • Seeking a strategies validated by backtesting, particularly during specific market events like the COVID-19 bear market.

Key Takeaways of Mean Reversion w/ Bollinger Bands

  • Strategy Essence: Buys when price dips below the lower Bollinger Band and sells above the upper, aiming to exploit mean reversion.
  • Preferred Trading Style: Best for swing traders and long-term investors seeking systematic entries at price extremes.
  • Indicator Use: Employs Bollinger Bands, multiple simple moving averages, and RSI for decision-making.
  • Manual Trading Approach: Manual analysis is enhanced by dynamic sizing using ATR, fine-tuned entries, additional confirmation indicators like MACD, and extensive backtesting.
  • Execution Options: Automation with TradingView scripts, manual trading based on alerts, or a combination for nuanced control.
  • Risk Management: Adjust position size relative to volatility; enter positions incrementally to manage exposure.
  • Optimization Tactics: Validate through different market conditions and assets, record trade outcomes, and adapt parameters to historical data.
  • Trader Fit: Suited for those versed in technical analysis and comfortable with rules-based strategies.
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