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 # No scientist is an island: Working smarter to share data derivatives
 
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 In collaborative scientific research involving human subjects, the same datasets are often used by multiple researchers. Researchers frequently  transform variables for their models or analyse, creating what are known as **data derivatives**. Tracking and sharing these derivatives can be valuable not only to the original research team, but also to collaborators and the broader scientific community.