We as data scientists have a responsibility to identify and apply meaningful data at scale to address important research questions. These research questions include understanding disease history, treatment patterns, effectiveness and safety, use as external control, etc. Addressing these questions could help optimise the design of clinical trials, obtain faster regulatory approval, and gain faster market access. In the end, patients could get the right drug much quicker. Our work is a mixture of meetings and scientific work, which includes designing studies and protocols and preparing statistical analysis plans.