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adjustment formula (Pearl, 2009) can be used to rewrite the ATE in terms of all the observed variables: Tᵢ for treatment and Yᵢ for outcome. This confounding relationship is seen in the image below, where the confounder Wᵢ has an effect on both the treatment and outcome. The confounder Wi has an