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Cohesion has been recognized as an important quality attribute of software design across decades. However, measuring cohesion is not trivial. Several structural cohesion metrics have been proposed in the last decades and incorporated in industry-scale software measurement tools. Cohesion, however, is not always well represented by module internal structure. Therefore, researchers have recently proposed an alternative way of measuring cohesion: the so-called conceptual cohesion metrics, which are based on the explicit identiżcation of the concerns realized by each module. However, there is a lack of understanding on how conceptual cohesion metrics żt among a number of conventional structural cohesion metrics. In this context, we performed a series of empirical studies in order to evaluate how and in which degree conceptual cohesion metrics diżer from conventional structural cohesion metrics. Overall, our research was based on data obtained from: (i) a web-survey with eighty software developers from nine countries and (ii) the repository of six open source, long-lived, industry-scale, medium to large-sized systems with a change set of around thirty thousand source code revisions.