Quantitative Analysis: Portfolio VS Algorithm Strategy visual performance and risk metrics.
Determine whether the algorithmic strategies outperform both the market (S&P 500) and ( Whale ) portfolios.
Determine the risk of each portfolio:
- box plot for each portfolio.
- standard deviation for all portfolios
- Annualized Standard Deviation
Analyze the rolling statistics for Risk and Beta. Risk can change Over time.
- Rolling standard deviation for all portfolios using a 21-day window
- Correlation between each stock and determine which portfolios may mimick the S&P 500
- Calculate and plot the 60-day rolling beta between a portfolio and the S&P 500
Overall, Both algo stratigies out preform the SP500 and Whale portfolio.