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RSI-VWAP Price-Volume Strategy

Cryptocurrency
Created: 2023-10-08 13:52:09
Last modified: 3 years ago
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Overview

The RSI-VWAP price-volume strategy is a trend following strategy. It combines the Relative Strength Index (RSI) and Volume Weighted Average Price (VWAP) to implement pyramiding and stop loss in trends. This strategy is suitable for medium-to-long term trend trading.

Principle

When the RSI line falls from the overbought zone into the oversold zone, it is considered a trend reversal signal to go long. When the RSI line rises from the oversold zone into the overbought zone, it is considered a trend reversal signal to go short.

The stop loss for long positions is set at (1-stop loss percentage) of the latest entry price. The take profit is set at (1+take profit percentage) of the average holding price. The settings for short positions are similar.

After each new entry, the strategy allows up to 5 additional pyramiding entries if the signal triggers again. The position size increases with each new entry to follow the trend.

Advantages

  1. Combining the RSI indicator and VWAP indicator helps better identify trend reversal points.

  2. Pyramiding entries allow taking full advantage of trending moves. As the number of entries increases, the position size gradually expands to follow the trend.

  3. The stop loss effectively controls risks. Exits are triggered when a loss occurs to avoid further losses.

  4. The trailing take profit locks in profits and avoids giving back gains.

Risks

  1. The RSI indicator has repainting. Actual signal timing may deviate.

  2. VWAP may also repaint. The actual optimal entry can only be determined in hindsight.

  3. Improper stop loss placement may cause unnecessary losses.

  4. Improper take profit placement may prevent gains from being realized.

  5. Wrong trend judgment can increase losses from persistently holding long or short positions.

Enhancements

  1. Optimize RSI parameters to find the optimal lookback period.

  2. Optimize the overbought/oversold zones for better trend reversal signals.

  3. Test different pyramiding strategies to find the optimal approach.

  4. Optimize the stops and takes to find the best parameters.

  5. Try combining other indicators to increase probability of accurately detecting trend reversals.

Conclusion

The RSI-VWAP strategy identifies trend reversal points using RSI and VWAP, pyramids to follow the trend, takes profit when predefined targets are met, and stops out with a loss. It balances risk management and profit protection. Further optimizations can improve strategy performance. This strategy suits experienced traders for medium-to-long term trend trading.

Source
Pine
/*backtest
start: 2023-09-07 00:00:00
end: 2023-10-07 00:00:00
period: 2h
basePeriod: 15m
exchanges: [{"eid":"Futures_Binance","currency":"BTC_USDT"}]
*/

// This source code is subject to the terms of the Mozilla Public License 2.0 at https://mozilla.org/MPL/2.0/
// © Xaviz

//#####©ÉÉÉɶN###############################################
Strategy parameters
Strategy parameters
LONG / SHORT
RSI VOLUME WEIGHTED AVERAGE PRICE
RSI-VWAP LENGTH
RSI-VWAP OVERSOLD
RSI-VWAP OVERBOUGHT
PYRAMIDING 🎢
ACTIVATE SL / DEACTIVATE RE-ENTRY
STOP LOSS / RE-ENTRY %
ACTIVATE TAKE PROFIT
TAKE PROFIT %
BACKTEST 💹
$ QUANTITY 1ST ENTRY
$ INCREASE NEXT ENTRY
BACKTEST START YEAR ⏲️
BACKTEST START MONTH
BACKTEST START DAY
BACKTEST STOP YEAR
BACKTEST STOP MONTH
BACKTEST STOP DAY
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