From traditional to data-driven medicinal chemistry: A case study

•A data-driven medicinal chemistry model was explored in drug discovery.•Data science methods were used by medicinal chemists to varying extents.•Data analytics and visualization notably improved project time efficiency.•Predictive modeling was under-utilized but contributed to IP generation.•A concept was devised to educate next-generation medicinal chemists.