Path-specific effect analysis is a powerful tool in causal inference. This paper provides a definition of causal counterfactual path-specific importance score for the structural causal model (SCM). Different from existing path-specific effect definitions. which focus on the population level. https://www.ngetikin.com/amazing-find-Bolia-Loop-Rug-limited-choice/