How would you measure impact?

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Quick Overview

This question evaluates competency in causal inference and experimental design for production analytics, covering delayed outcomes, interference, confounding, metric selection, sample-size estimation, and interpretation of business trade-offs between fraud reduction and approval impact.

How would you measure impact?

Company: PayPal

Role: Data Scientist

Category: Analytics & Experimentation

Difficulty: medium

Interview Round: Onsite

Overview: This question evaluates competency in causal inference and experimental design for production analytics, covering delayed outcomes, interference, confounding, metric selection, sample-size estimation, and interpretation of business trade-offs between fraud reduction and approval impact.

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

|Home/Analytics & Experimentation/PayPal
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PayPal
Mar 14, 2026
mediumData ScientistOnsiteAnalytics & Experimentation
5
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