Analyze an AI Product Pilot and Recommend Whether to Expand It

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Quick Overview

Analyze an AI product pilot and decide whether access should expand despite self-selection and a small sample. Build a metric tree for adoption, task quality, retention, safety, and cost, then separate reliable evidence from claims that require a randomized rollout.

Analyze an AI Product Pilot and Recommend Whether to Expand It

Company: Microsoft

Role: Data Scientist

Category: Analytics & Experimentation

Difficulty: medium

Interview Round: Onsite

Overview: Analyze an AI product pilot and decide whether access should expand despite self-selection and a small sample. Build a metric tree for adoption, task quality, retention, safety, and cost, then separate reliable evidence from claims that require a randomized rollout.

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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