Systematic attempts to reproduce findings in psychology, cancer research, and economics have shown that many reported results cannot be replicated. Some people talk about a reproducibility crisis. In this Red Vic Lecture, I will review current evidence about reproducibility in research on humans, and discuss reasons for the current state of affairs as well as possible developments that will help us do better science.