The problems of replicability in scientific investigations that are based on statistical analyses will be reviewed, with examples from behavioral genetics, clinical trials functional magnetic resonance imaging, and microarray analysis. Selective inference, mixed models analysis, and partial conjunction analysis will be presented as important tools in the efforts to assure replicability.