The approach presented here introduces the use of directed and weighted graph indicators in order to incorporate the intensity of bilateral contacts. The indicators are tested on a reference email network. and their applicability in explaining the role of each individual in the organization is explored. The results suggest that directional indicators have high explicatory relevance an... https://www.tourettebrewing.com/