Diagnose post-release conversion regression rigorously

Quick Overview

Design an analysis to decide whether a full rollout of version 7.3 caused signup conversion to fall from 5.4% to 4.9%, then recommend what to do next. With no group left on the old version, the comparison has to be created, such as a geo holdout, while ruling out tracking, bot and campaign changes.

Diagnose post-release conversion regression rigorously

Company: Apple

Role: Data Scientist

Category: Analytics & Experimentation

Difficulty: medium

Interview Round: Technical Screen

Overview: Design an analysis to decide whether a full rollout of version 7.3 caused signup conversion to fall from 5.4% to 4.9%, then recommend what to do next. With no group left on the old version, the comparison has to be created, such as a geo holdout, while ruling out tracking, bot and campaign changes.

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Apple
Oct 13, 2025
mediumData ScientistTechnical ScreenAnalytics & Experimentation
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