Bayesian nets help prevent flawed statistical arguments and enable the leap from correlation to causation

Judea Pearl and Dana MacKenzie – The book of Why

The practical and relevant examples (health effect of smoking, impact of humanity on climate change) of causal inference alone make the book worthwhile.