Predict Bike Dock Demand
Company: Two Sigma
Role: Data Scientist
Category: Machine Learning
Difficulty: hard
Interview Round: Technical Screen
Quick Answer: This question evaluates a data scientist's competency in time-series demand forecasting, covering temporal target definition, temporal feature engineering, model family selection, evaluation metric alignment with business priorities, and handling data-quality issues like missing data, cold-starts, and distribution shifts.