 However, 

works for all model relationships (linear and nonlinear).It allows NDE to then be calculated directly from observational data, without interventions or use of counterfactual subscripts.Causal models provide a vehicle for integrating data across datasets, known as transport, even though the causal models (and the associated data) differ.