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This note concerns three papers by Cox and Wermuth (2008; 2014; 2015 (hereforth WC’08, WC’14 and CW’15)) in which they call attention to a class of problems they named “indirect confounding,” where “a much stronger distortion may be introduced than by an unmeasured confounder alone or by a selection bias alone.” We will show that problems classified as “indirect confounding” can be resolved in just a few steps of derivation in do calculus.This in itself would not have led me to post a note on this blog, for we have witnessed many difficult problems resolved by formal causal analysis. However, in their three papers, Cox and Wermuth also raise questions regarding the capability and/or adequacy of the do operator and do calculus to accurately predict effects of interventions. Thus, a second purpose of this note is to reassure students and users of do calculus that they can continue to apply these tools with confidence, comfort, and scientifically grounded guarantees.Finally, I would like to invite the skeptic among my colleagues to re examine their hesitations and accept causal calculus for what it is: A formal representation of interventions in real world situations, and a worthwhile tool to acquire, use and teach.

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