Quant BuffetRelax, Not Over Thinking

Market Timing Strategy Based on Principal Component Analysis

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Academic paper

Strategy in a nutshell

Use PCA on S&P 500 stocks to detect market states; shift to risk-free assets in extreme conditions, otherwise trade long/short based on historical state-matching of return and risk metrics.

Economic rationale

PCA extracts key market drivers, enabling forecasts by comparing current states with historical patterns of market behavior.

Backtest performance

Annualised return22.19%
Volatility12.33%
Sharpe ratio1.48