Investment Thesis
The algorithm's objective is to select stocks from the SP500 universe that exhibit the fastest rising prices, high sentiment, and limited volatility.
- Market: SP500 universe
- Trading Schedule: Trades are executed on Wednesday
- Regular Selling/Buying: Stocks are bought and sold every week.
- Rebalancing: Positions are rebalanced twice a month to manage risk.
- Top Ranking Stocks: The algorithm selects the top 100 (or 20%) ranked stocks from the SP500 as determined by sentiment.
- Sentiment Filter: Only purchasing stocks with a average weekly sentiment score of over |0.8|
- Moving Average Filter: Stocks below their 100-day moving average are sold.
- Gap Filter: Stocks with a gap of more than 15% over the last 90 days are not bought.
- Index Membership Filter: Stocks that leave the SP500 index are sold.
- Market Regime Filter: Stocks are bought only when the SP500 is above its 200-day moving average
- Position Sizing: Position sizes are calculated based on a 0.15% risk of the total portfolio value using the Average True Range (ATR) of the last 20 days.
- Momentum Calculation: Momentum is calculated based on the annualized exponential regression slope over the past 90 days.
- Momentum Weighting: Momentum values are weighted for volatility adjustment using the coefficient of determination (R-squared).
Quant League Competitions
Competition entry updated by Nathan Gutierrez
Quant League Competitions
Competition entry updated by Nathan Gutierrez
Quant League Competitions
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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