Additive models for network data envelopment analysis in the presence of shared resources

•The problem of evaluating a set of DMUs that make up a larger unit is studied.•We give a method to evaluate decision processes that can be divided into two stages.•The first stage produces outputs that will become inputs to second stage.•This process involves shared resources and a best resource split is given.