I do not rely on intuition or anecdotal patterns. Instead, I develop strategies grounded in empirical testing:
- Extraction and cleaning of large-scale market datasets (prices, order flow, volume, macroeconomic indicators).
- Selection of predictive features using regularization techniques, mutual information-based selection, and time-series cross-validation.
- Rigorous backtesting with adjustments for overfitting, transaction costs, and survivorship bias.
- Robustness evaluation across multiple market regimes (high/low volatility, trending/ranging conditions, exogenous shocks).
My goal is not to “win every trade,” but to build systems with positive long-term expectancy while controlling drawdown and minimizing correlation to traditional risk factors. Discipline, reproducibility, and adaptability are the cornerstones of my process.
In a market where efficiency is asymptotic, edge resides not in luck—but in the quality of the process. That is my philosophy.
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