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Neural Foundry's avatar

Exceptional depth on the Holy Grail math here. The 40 uncorrelated positions at 10% vol collapsing to 1.6% portfolio vol is the exact mechanic most ppl miss when they think risk parity is just "balanced allocation." What's underexplored imo is the covariance estimation challenge you touched on with EWMA and Ledoit-Wolf shrinkage. In live trading, those correlation estimates drift alot during regime shifts, which is probly why the 2020 drawdown exceeded historical norms despite systematic rules. The leverage multiplier becomes a double-edged sword when correlations spike unexpectedly.

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