Assess 3.4M target and design experiments

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Quick Overview

Assess whether 3.4M paying subscribers is a reasonable target for a new streaming service with 30 original shows at $15 a month, checking market size, acquisition funnel, unit economics and capacity limits. Then design two experiments that can reach a ship or no-ship call in 2-4 weeks.

Assess 3.4M target and design experiments

Company: Capital One

Role: Data Scientist

Category: Analytics & Experimentation

Difficulty: medium

Interview Round: HR Screen

Overview: Assess whether 3.4M paying subscribers is a reasonable target for a new streaming service with 30 original shows at $15 a month, checking market size, acquisition funnel, unit economics and capacity limits. Then design two experiments that can reach a ship or no-ship call in 2-4 weeks.

Read the full Capital One Data Scientist interview experience this question came from

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Capital One
Oct 13, 2025
mediumData ScientistHR ScreenAnalytics & Experimentation
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