Computer implemented systems and methods are presented comprising a platform coordinating data flows between data acquisition, data transformation and data delivery nodes, whilst protecting the identities of all entities whose data is being acquired, transformed, stored, and/or delivered. Metadata usage from different data transformation flows enables the platform to facilitate value distribution back to nodes and data subjects that contributed to output, enabling individual companies and/or data subjects subscribed to the platform to assess how and by whom their data is utilized in order to produce specific outputs, with the personal data of all entities being de-identified.