Overview

This strategy is based on the unique calculation of the two-year new high price and moving average of stocks. It generates a buy signal when the stock price retreats to the 13-day exponential moving average after reaching a two-year high.

Strategy Principle

The core logic of this strategy is based on the following unique calculations:

1. When the stock price reaches a new high over the last two years, it forms a short-term peak. This is a critical price level.

2. When the price retreats from this new high and pulls back to the 13-day exponential moving average, it presents a good buying opportunity. This utilizes the price consolidation pattern.

3. In addition, when the buy signal triggers, the stock price must be within 10% range of the two-year high, not too far away. It also needs to be below 13-day line and above 21-day line to ensure proper timing.

4. For open positions, if the price breaks 5% below the 21-day MA line or declines 20% from the two-year high, the position will be stopped out to lock in profits.

Strategy Advantages

This is a long-term breakout strategy with these advantages:

1. The unique two-year high price can effectively identify potential trend reversal opportunities.

2. The 13-day EMA line serves as the entry filter to avoid whipsaws and determine stronger momentum.

3. The unique calculations generate signals based on price action, avoiding subjective interference.

4. Reasonable stop loss allows locking in most profits.

Risks and Solutions

There are also some risks mainly as follows:

1. Markets can experience deep drawdowns, unable to stop out in time. Need to assess the overall environment to decide whether to cut losses resolutely.

2. Overnight big gaps may prevent perfect stop loss. Hence stop loss percentage needs to be widened to adapt.

3. The 13-day line may not filter out consolidations well, generating excessive false signals. Can consider extending to 21-day line.

4. New high price may not work well to determine trend changes. Other indicators can combine to enhance effectiveness.

Strategy Optimization Suggestions

There is room for further optimization:

1. Incorporate other tools to judge overall market conditions, avoiding unnecessary positions.

2. Add momentum indicators to better avoid whipsaw ranges.

3. Optimize moving average parameters to better capture price patterns.

4. Utilize machine learning to dynamically optimize the two-year high parameter for more flexibility.

Conclusion

In summary, this is a unique long term breakout strategy, with the key being the two-year high price level and the 13-day EMA line serving as entry filter. It has certain advantages but also room for improvements, worth further research and exploration.