Compute and interpret quantile loss vs RMSE

Company: Amazon

Role: Data Scientist

Category: Statistics & Math

Difficulty: medium

Interview Round: Technical Screen

Quick Answer: This question evaluates competency in probabilistic forecasting evaluation, including understanding of quantile (pinball) loss versus point-error metrics like RMSE/MAE, calibration and empirical coverage of prediction intervals, and decision-making under asymmetric costs.