Criticizes the paper of Donald Rubin about estimating causal effects of treatments in randomized and non-randomized studies. Focus of the paper on the use of potential responses in contrast to graphical models; Manifestation of different formalisms as different languages; Disputability of Rubin's statement that graphical models tend to bury essential scientific and design issues.