#statstab #387 Give Your Hypotheses Space!

Thoughts: "It’s tempting to throw a bunch of variables...into a model
...but proceed at your own caution!"

#Mbias #causalinference #collider #moderator #confounder #regression #r #DAG

https://brian-lookabaugh.github.io/website-brianlookabaugh/blog/2025/mutual-adjustment/

'Data-driven Automated Negative Control Estimation (DANCE): Search for, Validation of, and Causal Inference with Negative Controls', by Erich Kummerfeld, Jaewon Lim, Xu Shi.

http://jmlr.org/papers/v25/22-1062.html

#confounder #causal #confounding

'Naive regression requires weaker assumptions than factor models to adjust for multiple cause confounding', by Justin Grimmer, Dean Knox, Brandon Stewart.

http://jmlr.org/papers/v24/21-0515.html

#confounders #confounder #causally