Design an Online Experiment

Quick Overview

This question evaluates experimental design and causal inference skills for production ML systems, including metric definition, randomization and treatment assignment, statistical analysis, and operational concerns like interference and seasonality.

Design an Online Experiment

Company: Waymo

Role: Software Engineer

Category: Machine Learning

Difficulty: medium

Interview Round: Onsite

Overview: This question evaluates experimental design and causal inference skills for production ML systems, including metric definition, randomization and treatment assignment, statistical analysis, and operational concerns like interference and seasonality.

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Waymo
Feb 6, 2026
mediumSoftware EngineerOnsiteMachine Learning
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