Path-specific effect analysis is a powerful tool in causal inference. This paper provides definition of counterfactual path-specific importance score for the structural model (SCM). Different from existing definitions, which focus on population level, defined this can quantify impact decision variable an outcome along specific pathway at individual level. Moreover, has many desirable properties...