Systematic investors manage risk through diversification, while discretionary investors manage risk by conducting deep fundamental dives into a concentrated portfolio. The value of deep research lies in identifying longer-term, persistent business model adjustments or evaluation concepts that cannot be replicated by quant filters. Historical data is used by systematic investors to build quant models and identify patterns. On the other hand, fundamental investors rely on non-quantifiable variables like changes in the environment or political factors, which defy historical data and statistical robustness. The intersection between the two approaches occurs when fundamental ideas go against the traditional quantitative framework.

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