Design a ride-hailing ETA system
Company: Uber
Role: Data Scientist
Category: Machine Learning
Difficulty: medium
Interview Round: Technical Screen
Quick Answer: This question evaluates competency in applied machine learning and data science, including ETA system and product design, feature and label engineering, model selection and evaluation, low-latency serving, and operational challenges such as delayed ground truth, concept drift, cold starts, and fairness.