Question 7 of 10Pro Only

When A/B testing is not feasible, what causal inference techniques do you use to estimate the business impact of changes? Describe methods like difference-in-differences, propensity score matching, or regression discontinuity.

Sample answer preview

In many real business situations, randomized A/B tests are impractical or impossible. You cannot randomly assign some stores to receive a renovation and others not. You cannot randomly determine which customers see a price change when pricing varies by region or contract.

causal inferencedifference-in-differencespropensity score matchingregression discontinuityinterrupted time seriessynthetic control

Unlock the full answer

Get the complete model answer, key points, common pitfalls, and access to 9+ more Business Intelligence Analyst interview questions.

Upgrade to Pro

Starting at $19/month • Cancel anytime