Roundtable description: Cutting-edge data mining techniques and complex algorithms are making it possible to revolutionize the way treatments are developed and marketed and, in so doing, to accelerate the process and shorten time to market. The idea of our round table is to share with the attendees the state of the art in our respective establishments and to interact with them as to how this exciting field is developing in their research centers with an eye to discovering mutually-beneficial opportunities and synergies.