Google Data Scientist (Senior Level) Interview Preparation Guide

Google's Data Scientist interview process is a rigorous, multi-stage evaluation designed to assess statistical expertise, machine learning proficiency, coding skills, and product intuition. The process consists of a recruiter screening call, technical phone screens, and multiple onsite interview rounds. Each round evaluates distinct competencies through a combination of problem-solving, live coding, system design thinking, and behavioral assessment. For Senior-level candidates, the focus intensifies on demonstrating leadership, complex problem-solving, and the ability to drive business impact through data-driven solutions.