An introduction to articles in the issue is presented on topics including good statistical practice in using real-world data in a comparative study for pre-market evaluation of medical devices, robust outcome weighted learning for optimal individualized treatment rules, and a rapid enrollment design for finding the optimal dose in immunotherapy trials with ordered groups.