Reproducible variability: assessing investigator discordance across 9 research teams attempting to reproduce the same observational study.

Independent research teams attempting to reproduce the study based on its free-text description alone produce different implementations that vary in the population size and composition. Sharing analytical code supported by a common data model and open-source tools allows reproducing a study unambiguously thereby preserving initial design choices.