Evaluate a Product Change That Adds More User Options

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Quick Overview

Design a product experiment for a user flow that adds more choices, with clear hypotheses, user-level randomization, primary metrics, and guardrails. Learn how to interpret higher option engagement alongside lower completion and turn conflicting metrics into a launch decision.

Evaluate a Product Change That Adds More User Options

Company: Microsoft

Role: Data Scientist

Category: Analytics & Experimentation

Difficulty: medium

Interview Round: Onsite

Overview: Design a product experiment for a user flow that adds more choices, with clear hypotheses, user-level randomization, primary metrics, and guardrails. Learn how to interpret higher option engagement alongside lower completion and turn conflicting metrics into a launch decision.

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

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Microsoft
Jun 29, 2026
mediumData ScientistOnsiteAnalytics & Experimentation
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