Scientific research is based on data. How should researchers treat and document the data they analyze? Research Data Management policies recommend that data should be “as open as possible, and as closed as necessary”. What does that mean in practice? <em> Only publish data you are allowed to publish </em> . The “as open as possible” principle certainly does not mean that researchers should make all data they have public.