Variable Selection for Causal Inference

Predictive vs. Causal variable selection:

Goal	Selection Criterion
Prediction	Include if improves prediction
Causation	Include if blocks confounding paths

For causal inference, adding variables can sometimes increase bias!

DAG-based selection avoids these pitfalls.