(DAGs). Discussions comparing and contrasting various SEM approaches are available highlighting disciplinary differences in data structures and the concerns motivating economic models.

Judea Pearl extended SEM from linear to nonparametric models, and proposed causal and counterfactual interpretations of the equations. Nonparametric SEMs permit estimating total, direct and indirect effects without making any commitment to linearity of effects or assumptions about the distributions of the error terms.