Category "causality"

Causal Inference where the treatment assignment is randomised

I have mostly worked with Observational data where the treatment assignment was not randomized. In the past, I have used PSM, IPTW to balance and then calculate

Can I include covariates outside of the minimally sufficient set in a causal framework that aren't in the causal pathway?

I am applying a causal method to a cohort study analysis on pollutant exposure and disease X. Based on our understanding of the disease, we believe that aging i

Presenting effect modification in causal graphs

I am quite new to causal inference and want to try some methods for treatment effect estimation. For this purpose, I created a the following data generation pro