Establishing Causality: Part 1

The golden standard of randomized experiments

Michał Oleszak
Towards Data Science
8 min readSep 22, 2021

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Image by the author.

Being able to establish causality is powerful. It gives you the right to use the word “because” in a conversation. Our sales increased because we have changed the website layout. The crime rate dropped because of the new preventive policy that has been introduced. Pinpointing causal relations correctly is crucial for data-driven…

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