The Book of Why: The New Science of Cause and Effect (Penguin Science)

by Judea Pearl

In example (ii), Z is a proxy for the mediator M. Statisticians very often control for proxies when the actual causal variable can’t be measured; for instance, party affiliation might be used as a proxy for political beliefs.