A causal parameter is said to be identified in a causal model if it is a function of the observed data distribution p(V ) . Otherwise the parameter is said to be non - identified . In any causal model of a DAG G , all interventional distributions p(V \ A|do(a ) ) are identified by the g - formula [ 18 ] :