Open science

Better research needs transparent, reproducible workflows.

Educational support around data-management planning, documentation, FAIR principles, reproducibility, preregistration and repository readiness.

Clarify collection, storage, access, retention and sharing decisions.

Document methods, code, variables and analysis choices clearly.

Understand findability, accessibility, interoperability and reusability where appropriate.

Prepare research plans and distinguish confirmatory from exploratory decisions.

Plan what can be deposited and what must remain restricted.

Balance openness with consent, confidentiality, contractual and ethical constraints.