Infer distribution and choose robust statistics

Read the full interview experience this question came from →

Quick Overview

Infer what distribution generated 10,000 session revenues from summary statistics alone, then choose a transformation, a median interval, an A/B test, and a tail probability. The 65% zeros, a heavy upper tail, and a mean that must agree with the percentiles make standard tests and medians unreliable.

Infer distribution and choose robust statistics

Company: Google

Role: Data Scientist

Category: Statistics & Math

Difficulty: medium

Interview Round: Technical Screen

Overview: Infer what distribution generated 10,000 session revenues from summary statistics alone, then choose a transformation, a median interval, an A/B test, and a tail probability. The 65% zeros, a heavy upper tail, and a mean that must agree with the percentiles make standard tests and medians unreliable.

Read the full Google Data Scientist interview experience this question came from

Google logo
Google
Oct 13, 2025
mediumData ScientistTechnical ScreenStatistics & Math
12
0
Loading...