Explain factor leakage checks and IC/ICIR filtering

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Quick Overview

This question evaluates competency in factor-based predictive modeling, including detection of information leakage, use of information coefficient (IC) and ICIR for factor screening, construction and training of alpha models, and controls for overfitting in finance-specific time series.

Explain factor leakage checks and IC/ICIR filtering

Company: Citadel

Role: Data Scientist

Category: Machine Learning

Difficulty: medium

Interview Round: Technical Screen

Overview: This question evaluates competency in factor-based predictive modeling, including detection of information leakage, use of information coefficient (IC) and ICIR for factor screening, construction and training of alpha models, and controls for overfitting in finance-specific time series.

Read the full Citadel Data Scientist interview experience this question came from

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Citadel
Oct 9, 2025
mediumData ScientistTechnical ScreenMachine Learning
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