(USA and Canada) Mark Ramsey, Managing Partner at Ramsey International together with Mayank Mehra, Product Manager, Nabu at Modak discuss the problems he encountered during data implementation at pharmaceutical organizations. Lack of data landscape understanding, poor standardization and not having a good inventory profiling of clinical trials could have improved the data portfolio and its specific assets for accelerating medicine discovery.