Data Science, Statistics, Analytics, Experiment, Causality.
by the collider without us doing anything! Had we conditioned on W, we would’ve opened the backdoor and get wrong estimates. The correct regression equation is X~V. We don’t need to adjust for anything. While adding U would’ve had no impact, adding W would’ve led to disastrously wrong results