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Full title: How can you Best Use Network Analytics and Modelling To Support Digital Engineering In Pharma Manufacturing Operations Using the development of continuous manufacturing modules as a platform to look at the opportunities that arise through digitalization. The modular continuous manufacturing approach has allowed the detailed development of reproducible digital assets. These have in turn allowed the development of process models, mechanistic and statistical, to sit along side the process development through to manufacturing. The discussion today will look at discussing the challenges, both technical and cultural, and the opportunities that exist both now, and down the line as we build upon the experiences. We will concentrate on the benefits associated with the continuous platform, although the approach is applicable in a wider context, albeit with different technical challenges. Some areas that we will look to explore through the discussions will include the use of the models as part of regulatory filing, the use of the platform as an open source engineering set to build adoption, and how digitalization of our process understanding changes the fabric of the facilities that we operate.