Quantify impact without an A/B test

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Quick Overview

Design an analysis that estimates the causal revenue lift of a payment-success change already live for merchants in one region, with no A/B test, one week and six analyst-hours. Pick one identification strategy, handle seasonality, holidays and merchant selection, and set a ship, roll back or iterate rule.

Quantify impact without an A/B test

Company: Stripe

Role: Data Scientist

Category: Analytics & Experimentation

Difficulty: medium

Interview Round: Technical Screen

Overview: Design an analysis that estimates the causal revenue lift of a payment-success change already live for merchants in one region, with no A/B test, one week and six analyst-hours. Pick one identification strategy, handle seasonality, holidays and merchant selection, and set a ship, roll back or iterate rule.

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

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Stripe
Oct 13, 2025
mediumData ScientistTechnical ScreenAnalytics & Experimentation
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