By Judea Pearl & Dana Mackenzie
Thoroughly recommended for anyone with an interest in statistics, reasoning & formal logic. The book introduces the history of causality within statistics and then introduces Pearl’s causal reasoning framework – tl;dr: Correlation is never sufficient to establish causation!
See also Making Sense with Sam Harris #163 – Cause & Effect – A Conversation with Judea Pearl