Shiny apps don't come with an audit trail. No record of package versions, no log of user actions. In regulated environments, that gap is a liability. The litmusverse fixes it.

Learn more at: jumpingrivers.com/litmus

#RStats #Shiny #DataScience #RValidation

3/ OpenVal® was designed with review in mind. Packages are selected by subject matter experts, risk-assessed, functionally tested, and validated across environments. #RValidation

1/ Internal workflows prioritize speed and output. Regulatory review prioritizes evidence. Reviewers expect documented validation, controlled environments, and consistent results. If those elements aren’t built in, questions follow. #RValidation #SubmissionReadiness

3/ Even rigorous risk assessment isn’t the finish line. A package labeled “low risk” still requires functional verification, traceable documentation, and reproducibility across environments. #SubmissionPackage #RValidation