On the Semi-Parametric Efficiency of Logistic Regression under Case-Control Sampling

Using modern theory for semi-parametric models, we provide details for an argument of Robins et al. showing efficiency of the standard logistic regression estimator applied to data from case-control studies. Our elaboration of this argument, and of a related one by Bickel et al., includes a constructive new proof of the result.