After reviewing some not well known results about marginal log-linear models, the paper derives new ones and shows how they might be relevant in mediation analysis when all variables are categorical. By focusing on interactions between treatment response, both marginally jointly with respect to mediating variables, a relation these parameters is derived. In addition, describes class of models w...