Choose tests for rare-event A/B analysis

Quick Overview

This question evaluates expertise in statistical experiment design for rare binary outcomes, covering hypothesis test selection for low-event-rate proportions, sample-size calculation with and without continuity correction, variance reduction via CUPED, confidence-interval construction for risk difference and relative risk, interim alpha spending, and Bayesian Beta–Binomial modeling; it falls under the Statistics & Math domain with emphasis on A/B testing and experimental design. It is commonly asked to assess how a candidate balances statistical validity, power, and sequential monitoring in low-probability A/B tests and requires both conceptual understanding of inference principles and practical application skills such as analytic sample-size derivation and sequential decision criteria.

Choose tests for rare-event A/B analysis

Company: HBO

Role: Data Scientist

Category: Statistics & Math

Difficulty: hard

Interview Round: Take-home Project

Quick Answer: This question evaluates expertise in statistical experiment design for rare binary outcomes, covering hypothesis test selection for low-event-rate proportions, sample-size calculation with and without continuity correction, variance reduction via CUPED, confidence-interval construction for risk difference and relative risk, interim alpha spending, and Bayesian Beta–Binomial modeling; it falls under the Statistics & Math domain with emphasis on A/B testing and experimental design. It is commonly asked to assess how a candidate balances statistical validity, power, and sequential monitoring in low-probability A/B tests and requires both conceptual understanding of inference principles and practical application skills such as analytic sample-size derivation and sequential decision criteria.

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HBO
Oct 13, 2025, 9:49 PM
hardData ScientistTake-home ProjectStatistics & Math
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