A/B Testing for Data Science Interviews: From Framing to Final Decision

Intermediate12 hours7 sections13 lessonsRated 4.8 out of 5 from 9 ratings

This course is designed to help Data Scientists systematically master A/B testing interview questions, from high-level product reasoning to rigorous statistical analysis.

A/B testing questions are among the most common and most discriminating interview questions for product, growth, marketplace, and ML-adjacent Data Science roles. Interviewers are not only evaluating statistical knowledge, but also:

  • Whether you can frame ambiguous problems
  • Whether you understand causality and experimental design
  • Whether you can reason about bias, dilution, power, and trade-offs
  • Whether you can translate results into clear product decisions

This course teaches a single, reusable mental framework that allows you to answer any A/B testing question with structure, confidence, and depth.

What This Course Emphasizes

  • Interview-ready answer structures
  • Both math/statistics and product reasoning
  • Real-world experimentation pitfalls interviewers care about
  • Common follow-up questions and how to handle them
  • Concrete examples from real interview questions
  • Clear verbal phrasing you can use in live interviews

What you will be able to do

  • Frame ambiguous product questions as testable experiments.
  • Define success metrics, input metrics, and guardrails.
  • Design, monitor, and evaluate experiments with sound statistics.
  • Translate results and causal reasoning into clear product decisions.

Who this course is for

Data scientists preparing for product, growth, and marketplace roles, where A/B testing questions are among the most common.

Helpful to know first

  • Introductory statistics: hypothesis tests, p-values, and confidence intervals.

Course content

7 sections 13 lessons 12 hours

Locked sections open with Premium.Upgrade to Premium

Rate this course

Rated 4.8 out of 5 from 9 ratings

Tell us how useful this course was. You can update your rating later.

Loading your rating...

Course rating

Rated 4.8 out of 5 from 9 ratings

  • 5 stars: 7 ratings
  • 4 stars: 2 ratings
  • 3 stars: 0 ratings
  • 2 stars: 0 ratings
  • 1 star: 0 ratings