Approximate a percentile from buckets

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Quick Overview

Estimate a percentile from histogram bucket summaries by finding the cumulative-count bucket, avoiding midpoint bias, interpolating within the bucket under explicit assumptions, handling skew, log buckets, open-ended intervals, edge cases, and quantile-sketch alternatives.

Approximate a percentile from buckets

Company: Google

Role: Data Scientist

Category: Statistics & Math

Difficulty: medium

Interview Round: Technical Screen

Overview: Estimate a percentile from histogram bucket summaries by finding the cumulative-count bucket, avoiding midpoint bias, interpolating within the bucket under explicit assumptions, handling skew, log buckets, open-ended intervals, edge cases, and quantile-sketch alternatives.

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

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Mar 9, 2025
mediumData ScientistTechnical ScreenStatistics & Math
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