You are considering where machine learning fits in an investment research workflow. You want to separate problems where ML adds signal from problems where simpler statistical methods are enough.
Question
How would you apply machine learning in finance?
Example Dataset
size·1.2M security-month observations, 85 featurestarget·Next-month excess return above cross-sectional medianfeatures·Valuation, momentum, volatility, revisions, liquidity, macro regimeclass_balance·Roughly balanced by construction
Problem
Scenario
You are considering where machine learning fits in an investment research workflow. You want to separate problems where ML adds signal from problems where simpler statistical methods are enough.
Question
How would you apply machine learning in finance?
Example Dataset
size·1.2M security-month observations, 85 featurestarget·Next-month excess return above cross-sectional medianfeatures·Valuation, momentum, volatility, revisions, liquidity, macro regimeclass_balance·Roughly balanced by construction
Your answer
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Applying ML to Finance | Dataford Interview Questions - Dataford - Ace your Interview