Ideally from the start of your project.
Thinking about reusability early helps you keep your data structured, documented, and shareable — which saves time later and increases the scientific and economic value of your work.
When data is reusable, they become easier to
connect your research with others’ work,
attract collaborators,
support future projects and grant proposals,
make your results more visible and citable, and
enable innovation and new services, applications, or business models
You’re not doing this for “innovation” — you’re doing it to strengthen the quality, reach, and longevity of your research and to position yourself to turn your data into long-term assets rather than one-time outputs.



