An important problem in causal inference is to break down the total effect of
a treatment on an outcome into different causal pathways and to quantify the
causal effect in each pathway. For instance, in causal fairness, the total
effect of being a male employee (i.e., treatment) constitutes its direct effect
on annual income (i.e., outcome) and the indirect