This paper presents a domain analysis approach for model-driven domain engineering projects. The objective is to address the problem of identifying which parts of a domain can be automated using model-driven development techniques. We argue that this task should be performed together with domain analysis. In this sense, the paper presents the main activities, guidelines, inputs and outputs of this task. It concludes by presenting the iterative life cycle approach for dealing with complex domains.