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Evaluating Unstructured Data for Alpha

HardTechnical Fundamentals00:00
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Your question is Evaluating Unstructured Data for Alpha. Take a moment with it on the right.

Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).

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Problem

How do you evaluate the alpha-generating potential of a new, unstructured data set?

Explain the practical process from data quality assessment and feature construction through signal validation, backtesting, and production monitoring. Address how you would avoid look-ahead bias, survivorship bias, data leakage, overfitting, and false discoveries when the data set may contain many possible signals.

Keep the answer focused on a research workflow for systematic investment analysis.