CAUSAL DATA SCIENCE

Clustered Standard Errors in AB Tests

What to do when the unit of observation differs from the unit of randomization

Matteo Courthoud
13 min readMar 17, 2024

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Cover, image by Author

A/B tests are the golden standard of causal inference because they allow us to make valid causal statements under minimal assumptions, thanks to randomization. In fact, by randomly assigning a treatment (a drug…

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