As the benefits of real-world data become more apparent, so too, do issues around its appropriate collection methodology and reliability. Olivier Ethgen of SERFAN Innovation & EMIR (University of Liege) explores the creation of risk-sharing agreements and how to use these to mitigate the potential weaknesses of clinical trial data.