Hello, I have a strategy that is designed to run on one symbol. I have a universe of about 100 symbols that I want to test this strategy against to see which symbol provides the best Sharpe Ratio. Do I need to run this strategy manually 100 times and jot down the Sharpe Ratio produced in order to identify which symbol it performs best with? Or is there a way within QuantConnect to run this strategy against each symbol and produce a report or show performance metrics so that I don't need to run it manually for each symbol, one at a time?
Thanks,
Chetan
Mia Alissi
Hello Chetan,
To achieve your goal of testing a strategy against a universe of about 100 symbols and comparing their Sharpe Ratios without manually running the strategy 100 times, you can utilize QuantConnect's universe selection and scheduled events to automate the process. Here's a simplified approach to how you might structure your algorithm to accomplish this:
Universe Selection: Dynamically select your universe of symbols. If you have a predefined list of symbols, you can use them directly.
Loop Through Symbols: Use scheduled events to iterate through your universe, applying your strategy to each symbol for a specified period before moving on to the next.
Logging or Storing Results: For each symbol, calculate and log/store the Sharpe Ratio or any other performance metrics you're interested in.
Comparison: After all symbols have been processed, compare the stored metrics to identify which symbol(s) performed best according to your criteria.
Here's a basic example in Python to illustrate the concept:
This example is quite simplified and assumes you can apply your strategy and evaluate its performance within a single day, which might not be realistic. You'll likely need to adjust the logic to suit the specifics of your strategy, such as by using a longer evaluation period for each symbol.
For more complex scenarios, including parallel testing or more sophisticated performance analysis, you might need to develop a more advanced solution or run separate backtests for each symbol and aggregate the results externally.
Remember, the key to this approach is automating the iteration through your universe of symbols and systematically recording the performance metrics for comparison. This method should save you from manually running the strategy for each symbol.
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Chetan Prabhu
The material on this website is provided for informational purposes only and does not constitute an offer to sell, a solicitation to buy, or a recommendation or endorsement for any security or strategy, nor does it constitute an offer to provide investment advisory services by QuantConnect. In addition, the material offers no opinion with respect to the suitability of any security or specific investment. QuantConnect makes no guarantees as to the accuracy or completeness of the views expressed in the website. The views are subject to change, and may have become unreliable for various reasons, including changes in market conditions or economic circumstances. All investments involve risk, including loss of principal. You should consult with an investment professional before making any investment decisions.
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